diff --git a/cryptarchia-v2/.gitignore b/cryptarchia-v2/.gitignore index e9b37e2..eeb5afe 100644 --- a/cryptarchia-v2/.gitignore +++ b/cryptarchia-v2/.gitignore @@ -2,3 +2,4 @@ .ipynb_checkpoints *png chain.html +*log diff --git a/cryptarchia-v2/cryptarchia-v2.ipynb b/cryptarchia-v2/cryptarchia-v2.ipynb index 48f22fb..15acbdd 100644 --- a/cryptarchia-v2/cryptarchia-v2.ipynb +++ b/cryptarchia-v2/cryptarchia-v2.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 50, + "execution_count": 1, "id": "ad657d5a-bd36-4329-b134-6745daff7ae9", "metadata": { "jupyter": { @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 2, "id": "a538cf45-d551-4603-b484-dbbc3f3d0a73", "metadata": {}, "outputs": [], @@ -77,13 +77,13 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 3, "id": "17ef82f8-968c-48b0-bee7-f2642c8b3f3e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 4, "id": "38b1e549-4f83-4f37-a563-8ba724d6d845", "metadata": {}, "outputs": [ @@ -245,7 +245,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 5, "id": "24779de7-284f-4200-9e4a-d2aa6e1b823b", "metadata": { "jupyter": { @@ -293,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 6, "id": "055ed35f-b142-4d80-ae4a-b951381cdcd3", "metadata": { "jupyter": { @@ -402,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 7, "id": "3d4896b2-b1b6-4b6c-8519-be1f65747246", "metadata": { "jupyter": { @@ -456,7 +456,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 8, "id": "5a615d1e-e6df-48b3-bc5d-7e3e444820d8", "metadata": { "jupyter": { @@ -523,9 +523,13 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 9, "id": "a90495a8-fcda-4e47-92b4-cc5ceaa9ff9c", - "metadata": {}, + "metadata": { + "jupyter": { + "source_hidden": true + } + }, "outputs": [], "source": [ "class Sim:\n", @@ -1117,14 +1121,16 @@ { "cell_type": "markdown", "id": "911b38c8-8f8b-4ca5-b875-ea84e8161a79", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Single Run and Visualization" ] }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 10, "id": "a0123dab-cf0d-4721-81c7-bb881a27c13c", "metadata": { "scrolled": true @@ -1137,8 +1143,8 @@ "avg blocks per slot 0.159\n", "Number of blocks 159\n", "Total number of refs created 399\n", - "CPU times: user 34 ms, sys: 3.81 ms, total: 37.8 ms\n", - "Wall time: 37.4 ms\n" + "CPU times: user 34.5 ms, sys: 3.17 ms, total: 37.7 ms\n", + "Wall time: 37.1 ms\n" ] } ], @@ -1170,7 +1176,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 11, "id": "a252486b-8c25-4d79-9dae-085a879a3112", "metadata": {}, "outputs": [ @@ -1197,10 +1203,10 @@ " " ], "text/plain": [ - "" + "" ] }, - "execution_count": 60, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1215,14 +1221,16 @@ { "cell_type": "markdown", "id": "81d29c1d-98cb-4ab3-8f66-ea032be30eb1", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Attack all blocks (single-threaded)" ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 12, "id": "f9d62ff7-e03a-4ef0-9521-00466019feb5", "metadata": {}, "outputs": [], @@ -1262,14 +1270,16 @@ { "cell_type": "markdown", "id": "ed750bd2-c083-4768-a317-c4f8aa487cd7", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Attack all blocks (parallelized)" ] }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 13, "id": "d5f0a0b9-732e-4120-a0ec-da4e867994d9", "metadata": {}, "outputs": [], @@ -1325,7 +1335,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 14, "id": "3050fdf6-c22a-44de-b1f0-77af5b42d96d", "metadata": {}, "outputs": [], @@ -1354,14 +1364,16 @@ { "cell_type": "markdown", "id": "1b5f62a7-d59d-4162-9a5a-5220c061a6b5", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true + }, "source": [ "## Multiple Experiments and frequency analysis" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 15, "id": "0953f236-7176-4787-8a21-77450835f728", "metadata": {}, "outputs": [], @@ -1482,13 +1494,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 16, "id": "35f3346b-0ffa-4aa4-8be4-237a25a0f4a8", - "metadata": { - "jupyter": { - "source_hidden": true - } - }, + "metadata": {}, "outputs": [], "source": [ "def run_multiple_attacks(\n", @@ -1544,32 +1552,266 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 17, "id": "86554739-64cd-4a8b-9187-de5991fc9fce", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# %%time\n", + "\n", + "# ADVERSARY_STAKE = 0.30\n", + "# # Run multiple experiments\n", + "# attacked_results, total_blocks, sim = run_multiple_attacks(\n", + "# n_runs=1,\n", + "# slots=15000,\n", + "# f=0.25,\n", + "# window_size=30,\n", + "# use_deps=True,\n", + "# adversary_control=ADVERSARY_STAKE,\n", + "# network=blend_net,\n", + "# base_seed=0,\n", + "# # these are honest blocks that won't be attacked and will not count in the stats, but give room for the attack.\n", + "# skip_last=500\n", + "# )\n", + "\n", + "# # Plot normalized histogram:\n", + "# plot_attack_histogram_frequency(attacked_results, total_blocks, ADVERSARY_STAKE, bin_size=30)\n", + "\n", + "# # Print the most extreme reorg seen:\n", + "# reorg_lengths = [length for _, length in attacked_results]\n", + "# max_length = max(reorg_lengths) if reorg_lengths else 0\n", + "# print(f\"Largest reorg length: {max_length} (~{(max_length // 30)} virtual blocks of 30-seconds)\")\n", + "\n", + "# fully = fully_successful_attacks(attacked_results, sim, tolerance=500) # Very generous tolerance\n", + "# print(f\"Successful attacks: {fully[0]} ({fully[0]/total_blocks*100:.2f}%)\")\n", + "# print(f\"Successful attacks list [target block, target slot, reorg length]): {fully[1]}\")" + ] + }, + { + "cell_type": "markdown", + "id": "01b9f89b-9e6e-494d-ab85-42678c476257", + "metadata": {}, + "source": [ + "## Network delay effect" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "ad667224-64fb-4cdc-bd85-17307e6a0e4d", + "metadata": {}, + "outputs": [], + "source": [ + "from joblib import Parallel, delayed\n", + "\n", + "# def run_simulation_for_delay(broadcast_delay, params, seed):\n", + "# \"\"\"Run simulation with given broadcast delay and return reorg lengths.\"\"\"\n", + "# np.random.seed(seed)\n", + "# random.seed(seed)\n", + " \n", + "# network = replace(no_blend_net, broadcast_delay_mean=broadcast_delay)\n", + "# sim = Sim(params, network)\n", + "# sim.run()\n", + " \n", + "# reorg_lengths = []\n", + "# max_slot = slots - skip_last\n", + " \n", + "# for block in sim.blocks:\n", + "# if block.slot >= max_slot:\n", + "# break\n", + "# if not block.adversarial:\n", + "# attack_sim = sim.clone_for_attack()\n", + "# reorg = attack_sim.attack_on_block(block)\n", + "# if reorg >= 0:\n", + "# reorg_lengths.append(reorg)\n", + " \n", + "# return broadcast_delay, reorg_lengths\n", + "\n", + "from joblib import Parallel, delayed\n", + "import os\n", + "from datetime import datetime\n", + "\n", + "def run_simulation_for_delay(broadcast_delay, params, seed, iteration):\n", + " \"\"\"Run simulation with given broadcast delay and return reorg lengths.\"\"\"\n", + " actual_seed = seed + iteration # Different seed for each iteration\n", + " np.random.seed(actual_seed)\n", + " random.seed(actual_seed)\n", + " \n", + " # Create a log file for this specific delay and iteration\n", + " log_file = f\"progress_delay_{broadcast_delay}_iter_{iteration}.log\"\n", + " \n", + " network = replace(no_blend_net, broadcast_delay_mean=broadcast_delay)\n", + " sim = Sim(params, network)\n", + " sim.run()\n", + " \n", + " reorg_lengths = []\n", + " max_slot = slots - skip_last\n", + " \n", + " # Count total blocks to attack\n", + " total_blocks = sum(1 for block in sim.blocks if block.slot < max_slot and not block.adversarial)\n", + " \n", + " with open(log_file, 'w') as f:\n", + " f.write(f\"[{datetime.now()}] Delay {broadcast_delay} Iter {iteration}: Starting attack on {total_blocks} blocks\\n\")\n", + " f.flush()\n", + " \n", + " attacked_count = 0\n", + " next_milestone = 10\n", + " \n", + " for block in sim.blocks:\n", + " if block.slot >= max_slot:\n", + " break\n", + " if not block.adversarial:\n", + " attack_sim = sim.clone_for_attack()\n", + " reorg = attack_sim.attack_on_block(block)\n", + " if reorg >= 0:\n", + " reorg_lengths.append(reorg)\n", + " \n", + " attacked_count += 1\n", + " progress_pct = (attacked_count * 100.0) / total_blocks\n", + " \n", + " if progress_pct >= next_milestone:\n", + " with open(log_file, 'a') as f:\n", + " f.write(f\"[{datetime.now()}] Delay {broadcast_delay} Iter {iteration}: {int(progress_pct)}% complete ({attacked_count}/{total_blocks} blocks)\\n\")\n", + " f.flush()\n", + " next_milestone += 10\n", + " \n", + " with open(log_file, 'a') as f:\n", + " f.write(f\"[{datetime.now()}] Delay {broadcast_delay} Iter {iteration}: COMPLETE\\n\")\n", + " \n", + " return broadcast_delay, iteration, reorg_lengths" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "693caad6-391a-4d00-b737-2500e26ff028", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Executing run 1/1\n" + "Using 12 CPU cores\n", + "Running 35 delays × 2 iterations = 70 total simulations in parallel...\n", + " Completed delay 2 iteration 0: Found 14 attacks\n", + " Completed delay 2 iteration 1: Found 12 attacks\n", + " Completed delay 3 iteration 0: Found 15 attacks\n", + " Completed delay 3 iteration 1: Found 10 attacks\n", + " Completed delay 4 iteration 0: Found 14 attacks\n", + " Completed delay 4 iteration 1: Found 15 attacks\n", + " Completed delay 5 iteration 0: Found 15 attacks\n", + " Completed delay 5 iteration 1: Found 15 attacks\n", + " Completed delay 6 iteration 0: Found 25 attacks\n", + " Completed delay 6 iteration 1: Found 13 attacks\n", + " Completed delay 7 iteration 0: Found 27 attacks\n", + " Completed delay 7 iteration 1: Found 13 attacks\n", + " Completed delay 8 iteration 0: Found 27 attacks\n", + " Completed delay 8 iteration 1: Found 16 attacks\n", + " Completed delay 9 iteration 0: Found 30 attacks\n", + " Completed delay 9 iteration 1: Found 16 attacks\n", + " Completed delay 10 iteration 0: Found 30 attacks\n", + " Completed delay 10 iteration 1: Found 18 attacks\n", + " Completed delay 11 iteration 0: Found 38 attacks\n", + " Completed delay 11 iteration 1: Found 18 attacks\n", + " Completed delay 12 iteration 0: Found 36 attacks\n", + " Completed delay 12 iteration 1: Found 18 attacks\n", + " Completed delay 13 iteration 0: Found 36 attacks\n", + " Completed delay 13 iteration 1: Found 24 attacks\n", + " Completed delay 15 iteration 0: Found 40 attacks\n", + " Completed delay 15 iteration 1: Found 24 attacks\n", + " Completed delay 17 iteration 0: Found 43 attacks\n", + " Completed delay 17 iteration 1: Found 28 attacks\n", + " Completed delay 20 iteration 0: Found 48 attacks\n", + " Completed delay 20 iteration 1: Found 36 attacks\n", + " Completed delay 22 iteration 0: Found 58 attacks\n", + " Completed delay 22 iteration 1: Found 39 attacks\n", + " Completed delay 25 iteration 0: Found 60 attacks\n", + " Completed delay 25 iteration 1: Found 41 attacks\n", + " Completed delay 28 iteration 0: Found 63 attacks\n", + " Completed delay 28 iteration 1: Found 44 attacks\n", + " Completed delay 30 iteration 0: Found 65 attacks\n", + " Completed delay 30 iteration 1: Found 44 attacks\n", + " Completed delay 33 iteration 0: Found 65 attacks\n", + " Completed delay 33 iteration 1: Found 51 attacks\n", + " Completed delay 35 iteration 0: Found 69 attacks\n", + " Completed delay 35 iteration 1: Found 53 attacks\n", + " Completed delay 38 iteration 0: Found 74 attacks\n", + " Completed delay 38 iteration 1: Found 52 attacks\n", + " Completed delay 40 iteration 0: Found 80 attacks\n", + " Completed delay 40 iteration 1: Found 52 attacks\n", + " Completed delay 43 iteration 0: Found 79 attacks\n", + " Completed delay 43 iteration 1: Found 54 attacks\n", + " Completed delay 45 iteration 0: Found 83 attacks\n", + " Completed delay 45 iteration 1: Found 55 attacks\n", + " Completed delay 48 iteration 0: Found 89 attacks\n", + " Completed delay 48 iteration 1: Found 60 attacks\n", + " Completed delay 50 iteration 0: Found 91 attacks\n", + " Completed delay 50 iteration 1: Found 62 attacks\n", + " Completed delay 55 iteration 0: Found 92 attacks\n", + " Completed delay 55 iteration 1: Found 65 attacks\n", + " Completed delay 60 iteration 0: Found 94 attacks\n", + " Completed delay 60 iteration 1: Found 77 attacks\n", + " Completed delay 65 iteration 0: Found 92 attacks\n", + " Completed delay 65 iteration 1: Found 77 attacks\n", + " Completed delay 70 iteration 0: Found 97 attacks\n", + " Completed delay 70 iteration 1: Found 81 attacks\n", + " Completed delay 75 iteration 0: Found 94 attacks\n", + " Completed delay 75 iteration 1: Found 86 attacks\n", + " Completed delay 80 iteration 0: Found 97 attacks\n", + " Completed delay 80 iteration 1: Found 87 attacks\n", + " Completed delay 85 iteration 0: Found 97 attacks\n", + " Completed delay 85 iteration 1: Found 92 attacks\n", + " Completed delay 90 iteration 0: Found 104 attacks\n", + " Completed delay 90 iteration 1: Found 93 attacks\n", + "\n", + "Aggregated results:\n", + " Delay 2: 26 total attacks across 2 iterations, mean: 0.64 vblocks\n", + " Delay 3: 25 total attacks across 2 iterations, mean: 0.55 vblocks\n", + " Delay 4: 29 total attacks across 2 iterations, mean: 0.72 vblocks\n", + " Delay 5: 30 total attacks across 2 iterations, mean: 0.61 vblocks\n", + " Delay 6: 38 total attacks across 2 iterations, mean: 0.82 vblocks\n", + " Delay 7: 40 total attacks across 2 iterations, mean: 0.81 vblocks\n", + " Delay 8: 43 total attacks across 2 iterations, mean: 0.78 vblocks\n", + " Delay 9: 46 total attacks across 2 iterations, mean: 0.75 vblocks\n", + " Delay 10: 48 total attacks across 2 iterations, mean: 0.83 vblocks\n", + " Delay 11: 56 total attacks across 2 iterations, mean: 0.82 vblocks\n", + " Delay 12: 54 total attacks across 2 iterations, mean: 0.78 vblocks\n", + " Delay 13: 60 total attacks across 2 iterations, mean: 0.89 vblocks\n", + " Delay 15: 64 total attacks across 2 iterations, mean: 0.93 vblocks\n", + " Delay 17: 71 total attacks across 2 iterations, mean: 1.09 vblocks\n", + " Delay 20: 84 total attacks across 2 iterations, mean: 1.26 vblocks\n", + " Delay 22: 97 total attacks across 2 iterations, mean: 1.44 vblocks\n", + " Delay 25: 101 total attacks across 2 iterations, mean: 1.58 vblocks\n", + " Delay 28: 107 total attacks across 2 iterations, mean: 1.74 vblocks\n", + " Delay 30: 109 total attacks across 2 iterations, mean: 1.90 vblocks\n", + " Delay 33: 116 total attacks across 2 iterations, mean: 2.09 vblocks\n", + " Delay 35: 122 total attacks across 2 iterations, mean: 2.32 vblocks\n", + " Delay 38: 126 total attacks across 2 iterations, mean: 2.72 vblocks\n", + " Delay 40: 132 total attacks across 2 iterations, mean: 2.90 vblocks\n", + " Delay 43: 133 total attacks across 2 iterations, mean: 3.32 vblocks\n", + " Delay 45: 138 total attacks across 2 iterations, mean: 3.82 vblocks\n", + " Delay 48: 149 total attacks across 2 iterations, mean: 4.22 vblocks\n", + " Delay 50: 153 total attacks across 2 iterations, mean: 4.84 vblocks\n", + " Delay 55: 157 total attacks across 2 iterations, mean: 5.77 vblocks\n", + " Delay 60: 171 total attacks across 2 iterations, mean: 6.79 vblocks\n", + " Delay 65: 169 total attacks across 2 iterations, mean: 7.47 vblocks\n", + " Delay 70: 178 total attacks across 2 iterations, mean: 8.55 vblocks\n", + " Delay 75: 180 total attacks across 2 iterations, mean: 10.37 vblocks\n", + " Delay 80: 184 total attacks across 2 iterations, mean: 12.60 vblocks\n", + " Delay 85: 189 total attacks across 2 iterations, mean: 13.12 vblocks\n", + " Delay 90: 197 total attacks across 2 iterations, mean: 13.93 vblocks\n", + "All simulations complete!\n", + "\n", + "Plot saved as: reorg_vs_delay_f0.25_w30_adv0.3_n1001_iter2_seed0.png\n" ] }, { "data": { - "image/png": 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2NJjrakmFdH1U6ptu7RcAAAAAAOiDNaUmTZpk22+/vb3zzju23XZN2TDPPPOMvfbaa/avf/2rM/qIHkpFzT0zlxkV+jYy0sYlP7BoELeEF+vW/gEAAAAAgJ6r6EypLbbYwl5++WVbbrnlXHHzRx55xFZddVV799137Yc//GHn9BI9kjKi4ha1ud7QZplSvgUuYAUAAAAAANBhmVKy/vrr2x133NGeh6KPBaW+80dY4C2JbSpApUCV7psVGdOt/QMAAAAAAH0sKKXTBU6bNs2+/fZbdz3TxIkTO6pv6OFGpr61zyIrN7st5UVcoIq6UgAAAAAAoEODUjrz3kEHHWTTp0+37BP3eZ5nyWSy2EWiFyoL6mxQUNOsyHlINaZWTH7RLf0CAAAAAAB9NCh1/PHH28Ybb2yPPfaYjR492gWi0D+zpCRXUEq3rZ94x0qDemvwyrqhdwAAAAAAoM8FpT755BO77777XHFz9F+anldnZVbjVbW4LzwbnwJXX0WW74beAQAAAACAPnf2vU022cTVk0L/Nir5TVPwKUem3DxvsDVYCXWlAAAAAABAx2VK/fznP7df/vKXNnv2bFtnnXUsFos1u3/ddde1vqiurs5darpiJBKxxsZGKy8vt9raWqusrLRFixZZRUWFa1dSUuJqa6nmltZPfX19uk14qcfqdt2vdioYn69tQ0ODe17RsktLS91zZbctKyuzeDxuvu+7vuq6btN9sWjUBpSZxf2UlcdS1pjwLeI31QVLBp7F/MAaEp6VxVJWF/ddm/q4b6XRwOIpzyLe4rZJs2WCb+yD6DgbWJpY0jbhW2kksETKs+8bR9qY4BsriaSsNLpkeeFlQ8K3WETjblq/vm8WT3qtt/UDU9Mg8CyqfiY9K8vRtt1jSnlWkmN5mWPyvMBFcfW4/jYmr9S3+IBKG1im7T/VJ8bUF1+nnjqmRMSzoUMHWzRqNqAk2SfG1Bdfp544pnjSLF5W6j7D9DnYWz5z87Xtrd8jGBNjYkyMiTExJsbEmIoZk/7fKUGpvffe210eddRR6du0YjSQvlTofPLkye6vr4yno6wQ/9Q2qptq5UGdrZb42OY3DrePvJZTORu9mC2f+MKOXnCt1fiDbWrJeJsdW6lb+gwAAAAAAHoeL8g+hV4bdNa9fFZYYQXrS2pqamzQoEE2f/58q6pqWT+pt5gxY4ZNuvgyi4yZaLHyIe1axiqJabZL4xOmDUaT9sLLx0t2tk+jq7ZoF2qtHXqPuurpVj1tig1eY1erqBrR3d1BL8P2g/aK11Vbcubzdt45p9vYsWO7uzsAAADo4FhK0ZlSfS3ohMKNj09NB5hs8aWmYYyPv9Ys2FRoOwAAAAAA0H8VXehcbr/9dttiiy1szJgx6cypK6+80v75z392dP/QgwwJ5qUDTZkb0JCgul3tAAAAAABA/1V0UOqaa66x0047zXbZZRebN29euubS4MGDXWAKfVe1N9hlQGVSBlS1N6Rd7QAAAAAAQP9V9PS9q666ym644QbbY4897JJLLknfvvHGG9vpp5/e0f1DJ1HdJ02zU1aTgkivxSa427Nvy5xup/9n1opKLY5qTl382Ox24RS+1toBAAAAAID+q+ig1Oeff24bbLBBi9t1SsBCT/mH7pVdsHx4MCcdbMq+7XFbUpxcl18klrdlU1+7Vsp8UqDps+gqzZavdnrcdo3PWIk12hxveM52AAAAAACg/yo6KLXSSivZ22+/3aLg+ZNPPmlrrbVWR/YNnSRXIfJwul1bxckHBTX2v+g4e65km7zPoccoeDUmOdPuKj+wk0YCAAAAAAD6TVBK9aROOukkq6+vtyAIbOrUqXbnnXfaxRdfbDfeeGPn9BIdKlch8uz/5ypOPiC1wD32ZX+zgp5nkVdpFUHtUvYWAAAAAAD0RUUHpY455hgrLy+38847z2pra+2ggw5yZ+H785//bAcccEDn9BIdSvWiND0vMxCVnSmVqzj5cqmvXLuvI8sW9Dy1XoWVW535QdJSXqSDeg8AAAAAAPplUEoOPvhg96eg1MKFC23kyJEd3zN0mrAQeViAPLyUfMXJl09+ad/6I63BKys4KKVllQd1tsgb0EmjAQAAAAAA/SYoFaqoqHB/6F3CQuSqF6XpeWHBcs8C2yT+qg0N5lqtVdp/SrZaUpw8CGzZ5Nf2QXRcwc+j6XtSYbW2yAZ06JkCM+tcAQAAAACAflLo3PNyVSBq8tlnny1tn9AFFNTJFdjRbTs3PG6DU/Pss8jK6duHB99bhdXZl5HlC36OWmsKWFYGi+y7Dj5TYOZZAQEAAAAAQD8ISp1yyinN/h+Px+2tt95yZ98744wzOrJv6CbKhtq94REbmfrWvo2Mcrctl/zK4ha1Wf7ogpdT55W7YNLSFDvPdabAXGcFBAAAAAAAfTwodfLJJ+e8ffLkyfb6669bX1VXV+culSUWiUSssbHRFXxXXa3KykpbtGiRm8qodiUlJZZMJt3ZCWOxmDtTYdgmvNRjdbvuV7tUKpW3bUNDg3te0bJLS0vdc2W3LSsrc4FC3/ddX3Vdt+m+WDRqA8rM4n7KymMpa0z4FvGbSpwnA89ifmANCc+qS8bYwsZKWz9436b4I6w0GtgKDV/ZN9HRVlZilkylrCSasrq475YTXtYnfCuNBJZIeeZ5gatJVV9fbkP8hRZd/Jxh24aEb7GIxt20fn3fLJ70rDRrubnOFBieFXBgaaJFH1obU1lmP+O+G1M85VnEW9w25RU8Jj0uu5/FjCnd1g9cgC0IPIuqn0nPynK07Qlj8kp9iw+otIFl2v5TfWJMffF16qljSkQ8Gzp0sEWjZgNKkn1iTH3xdeqJY4onzeJlpe4zTJ+DveUzN1/b3vo9gjExJsbEmBgTY2JMjKmYMen/hQjrWy+1nXfe2e6//37rKxRkGzdunI0fP976m8Dz7aPomrZS4zSLBnGLBAkbnZxpM6KFnXWvxRn4liJTqsYfnD4zYEgHNPP8we1eJgAAAAAA6H5eoLBYB7j00kvt6quvti+++ML6kpqaGhs0aJDNnz/fqqqqrLeaMWOGTbr4MouMmWix8iFttq9KzbfD6/9m/y7Z3hZ4A22vhgftzrID7Ht/RFHPu3v9Py3uxeyJ0l06pKZUeFbAx0p2WVKEHZ2urnq6VU+bYoPX2NUqqorbBgC2H7RXvK7akjOft/POOd3Gjh3b3d0BAABAB8dSip6+t8EGGzQrdK6Y1uzZs+27775zQSn0DTX+IPvKX9bGJT5wdaRqrdy+94a3K1NqUDC/3f1Q3agnbCfbufEpF5ia4w13ZwokIAUAAAAAQO9WdFBqjz32aPZ/zRUcMWKEbb311rbmmmt2ZN/Qzb73h9kGiXdsTGqmNVqJrZL8tOji4gpK6fGtZUGpkLnqRlV7g+212IScy58RaZo2WONV2V3lB7ZzNAAAAAAAoFcHpX7zm990Tk/QoyhgpIBUOG2uxBrdNLrHbeeiAlOLvMqms+9plmhGhl32tLzhwZxWl18aNLjL8qCp2DwAAAAAAOiHQSnNCyxUb67B1N8pgykMGFlGPafx8deKCkopUypmCYtZ3OJW0q7lh0GpEmsqup70it5sAQAAAABAD1P00f3gwYOb1ZTKRXWm1EanCkTvpCl12a+yCowPCaqLWo6CUlIZLLJ5Xkm7lq8srVBZUG+LvAFF9QEAAAAAAPSBoNQtt9xiZ599th1xxBG22Wabudtefvllu+222+ziiy+2FVdcsTP6iS6mGk+aUpcZOFImU7XX9pn7cgWlNIVvng1p1/LDTCkps3pbZASlAAAAAADod0Gpv/3tb3b55ZfbgQcuKTi9++672zrrrGPXX3+9Pffccx3dR3QDFR1XjafU4gym8FJnviuGakqJqyuVY/nhFL4gz/JLbUlQirpSAAAAAAD0DYoDFEVZURtvvHGL23Xb1KlTO6pf6Gaq6/R4yc42xxtuCYu4y8dKdrHPoqsUtRydtU+Pzw5KhctXMErme4NaXb4ypZKLN1VN3wMAAAAAAP0wKLXccsvZDTfc0OL2G2+80d2HvkOBo7vKD7RrKk50l8UGpBzPc9lSqimV7Rt/VHoDfL5kYqvLV1BqoTfABabIlAIA9DY77rijrbvuurb++uvbD3/4Q3vrrbdatEmlUnbaaafZuHHjXNttttnGpk2b5u576qmn3GPDvzFjxtiGG27Yrr48+uijtuaaa9pqq61me+21V/oENp9//rlttNFGbvlrr7227bvvvlZdXVwdSQAAgE4PSl1xxRV21VVXuel6xxxzjPvTlyfdpvuAXHWlsjOlZHAwL2fdqFyFzhus1OqtzNWUAgCgN7nnnnvs3XfftbffftsFnlSXM9vDDz9s//3vf+2dd95xbbfbbjv71a9+5e7baaed3GPDPwWkDj744KL7sXDhQjv66KPtoYcesk8++cQFty688EJ3n66/+OKLbvnvv/+++/8FF1zQAaMHAADowKDULrvsYh9//LHttttuNnfuXPen67pN9wG5glK5MqUGp+ZZyjyXAZVvWp4CVg1eqdV55UzfAwD0OjpzcWj+/Pk5z2Ks2xoaGqy+vt6dxVgZTMsuu2yLdjNnzrRnnnnGDj300PRtyqTacsstXabThAkTbMqUKTn78cQTT9gGG2zgMqXkxBNPtDvvvNNdLy0ttfLycnddZ09etGhRm2dbBgAA6PJC56JpehdddNFSPzn6B03fG52alTNTSrWkSoLGZsXMcwWlGr0S8yxg+h4AoFc67LDD0sGixx9/vMX9+oFP9y+zzDI2cOBAGzt2rP3nP/9p0e7WW291PwKOHDnS/f+zzz5zGU0KTFVVVbkpf5oi+MUXX7hAU6Yvv/zSVlhhhfT/dcbkWbNmWSKRsGg0ao2NjS6oNX36dJcFr+wtAACAHpUpJS+88IIdcsghtvnmm9uMGTPcbbfffrtL+wYKnr6XmmfzvMFW75Xlz5Syhqbpe220AwCgp9LZi7/66iubNGmSnXXWWS3uf/311920OX2vUjaUpu8df/zxzdoog+rmm292U/BCTz75pAtETZw40dWD2meffcz3fReAKlZJSYmbvvfNN9+4bKrrrruunaMFAADopKDU/fff72obKMX7zTffdKnmYTo62VNoLShVbnXmBakWmVLz/MFual6+mlLNpu9RUwoA0IsdfvjhLiNqzpw5LYJW2267rZvqp6BS2C6TMqc0vU/fwzIDVTvssEOzmlMKbKmQ+S9+8Yt0cfT33nvPll9+eZcFFVI21ejRo12WVHZw6sgjj3Q/OAIAAPSooJR+4bv22mvdGfhisVj69i222MIFqYBsi6zSfE29syVT7/wgaVVBTTpTKt/0PVfo3GsqdM70PQBAbzJv3jyX+RRSkfFhw4bZ0KFDm7VbeeWV7dlnn3VT6MKz5OkseJluuukmVyQ9Eomkb1OA6umnn3bF0UNTp051l3/5y1/SgSqdoOZHP/qR+6724YcfuvuvvvpqO+CAA9x1Batqa2vTZwK899573RQ+AACAHlVT6qOPPnIp4tkGDRrkvnj1VXV1TcEQFf3Ul0F9aVS2mL7AVVZWuoKgFRUVrp1+YVSRUP16qcCdftUM24SXeqxu1/1qpy+A+doqIy38Eqplq06Eniu7bVlZmcXjcfcrq/qq67pN98WiURtQZhb3U1YeS1ljwreIHzQtM/As5gfWkPCsLJayurjv2tTHfSuNBhZPeRbxFrdNeVYSXdIm3TbhW2kksETKM88LXMRTj7NIqVmj2Yhojc0Iyl3b0sYai1jK6mJVloiX2KDUfCuJpKw0x3JLaxvMIjFLWNTKE3U2oCRpDUnPynK07aox5epnQ8K3WESvZdM24/tm8WSetn5gahoEnkXVzx48Jq/Ut/iAShtYpu0/1SfG1Bdfp546pkTEs6FDB5uSMfT+7Qtj6ouvU08cUzxpFi8rdZ9h+hzsLZ+5mW2///57F/jRMtVm+PDhLuCjDPNTTz3VZTlpyt1BBx3kpu8peKS+qWaUzmqsZamfqvv0wAMP2BtvvGHV1dXpMSnTScEqnQ1Z/9efzs53zTXX5ByTzpa8++67u3Fpip5qVGl5Wu6vf/1rNxbdp+yqSy65xH23yx5T9vh763cjxsSYGBNjYkyMiTHFOm1M+n+nBKVUgFO1C1QcM5PqSelXvr5i8uTJ7k8rHEunzq9wl+UZdaUGpZoCmPP9QS4LqqSV6XvKqFI4SoXOdaY+XY8ECTNbkqUHAEBPpcLiymTK9WVSmedhdpK+3CmQlP1lMvPHv6+//jr9pS/TNttsY1tttVWLL5O57Lrrri5jKvvL5I9//GO3nFxfkAEAADqLF2R+4ynAxRdfbH//+99doU39uqczyCjlW7/26Re2n//859aX6JTM+iKoXzR1VpveSvUlJl18mUXGTLRY+ZAufW4Flk6qu9qeLtnO/hcd525bL/62bR5/ya4pP8HGJ16zdeLv2c0VSwq3hhTIOqbuJnu0ZFdLeb7t3vCI3Vx2pC3yB3TpGPq7uurpVj1tig1eY1erqBrR3d1BL8P2g/aK11Vb/KspdtyxR9ioUaO6uzvohRR0U50uAADQM2MpRWdKnX322S61S2eF0a97msqnX9tOP/30PheQQsdIeRGrszKrDBY1L3LuDdZ8SHdmPVdTSvFRz2v22LAAurKpNH1PVJtqkRGUAoC+Lhmvs5qa+XbtDbc2q6MEFGpARZmd+6uzCEwBANBDFRWUUir5f//7XzvppJPsjDPOcNP4Fi5caOPGjbMBAwgSoHWLvEqryJi+NyRV7c68Jyp0HrWkRS1hiaxpeZlBqfji+8oCzsAHAP1BkIxbKvAsNXR9K6ns2ixf9H7J+hpbOPdtNz2RoBQAAH0gKKVfKXfccUf73//+5z7cFYwCClHrVTQLSg0K5tvH/urpgFMYgEp4sRZn3nNtlEu1uB1n4AOA/iVSMrDLp56jb6AyKAAAPZtOqlMUnZ74s88+65zeoE8HpcLpeypUXhUsWJIpZWXussxaZkBlZ0olzSdTCgAAAACA/hiUmjRpkqsf9eijj9qsWbNc8arMP6CtTCnVkxJXUyorUyqbak3prHtu6p7nWZ1XnjN4BQAAAAAAepeiC53vsssu7nL33Xd3pwoO6SR++r/qTgH5akoNTi0OSmXUlGo1KBU0WKOVpAugK6uK6XsAAAAAAPTDoNSUKVM6pyfo85lSJcp3ChpdplSDlVidlbv7XNApz/S9MJMqDGAtzfS9VRLTbHx8qg0J5lm1N9hei02wT6OrtrsdAAAAAADoxKDUXnvtZbfeeqtVVVXZ9OnTbf/997fS0iWBAqCQoJQoW0qZUi5LanH2U8qLWKPFcmZKqdC5ipyH3PS9dgalFGjapfEJC8xMzzw8mOP+/7jt3CzgVGg7AAAAAADQyTWlVD9Kp9OVI4880ubPn78UT4n+On0vHZQK5qXrSbWVAZUrU6q90/eU+RQGmmzxZcrd/lq72gEAAAAAgE7OlFpzzTXtnHPOsW222cbVjrrnnntc1lQuhx122FJ0B/0lU+qr2HLN7lc2lIqa56wp5TVN7xNN+WtvoXNNxVtSBW1JVHZIUN2udgAAAAAAoJODUtdee62ddtpp9thjj7li5uedd16zIuch3UZQCrko6JQ03wV2KqzOqr0hhWVKWYNV25AOyZRSbShNxcvccpUBld0XZXENK6AdAAAAAADo5KDU5ptvbq+88oq77vu+ffzxxzZy5MileFr0O57npvCNTc5w/53vDWp2t6botXb2vQa/+fS9mCUsEiQs6RVXp1/FyjNrRQWLM6CmxiY0a/etP8KGJ+c0C0jlagcAAAAAADq5plSmzz//3EaMGLEUT4n+PIVvmdRsd90VOs/KpMo1Lc8VOveaFzqX9hQ7V5Hyx0t2tsA8Sy3++9Jf1j6LrpJuEw3itmJyurtdQaukeTbHG26PlezSrB0AAAAAAOjioNQKK6yQc+oeUEhQqsTitsgqrDEj0BRmQLWaKZVx9r16K3OX5da+KXyfRpoCS8+VbG0vxbawZVMzrCq1pHD/Oon33JTBKSXbWtxirs1d5QcSkAIAAAAAoLuDUsDSnoEvO0uqtel7fpB0U/UyC50reCXtrSulgJNvgQtuvR9d2xVOD8+qFwsabaP4G/a/6FpW4w+ypEUsYsl2PQ8AAAAAAMivuKI8QDutkphmKyc+ddeHpea4/2s6XUhBInf2vSBw9ackPBtfZqbU0kzfy3ycglsJL2avxza2H8aft2XqZtngYL55Fti3XlO9tKQXsUhAUEqv1cax/9qQtRZYtfeEvZ7YvNlrBwAAAABAe5AphS4JaqjAuM66Fwab9H/dnpkppQwm1ZAKhZlTmTWlNKVOZ/HriKBUGOTSm2BIMM89v2wbn+L6RqbUktduuFdjMd9suM1v8doBAAAAANBlQalEImFPP/20XXfddbZgwQJ328yZM23hwoXt6gT6tvHxqekz3tniS53RLpw2lxl4ygw25QpKKYtKgaT21pQKi6mHtak2ir/eat8ISi157fzFK0iX2a8dAAAAAABdMn1v+vTp9qMf/ci+/PJLa2hosB122MEGDhxof/jDH9z/r7322nZ1BH2XspCyS+M3ZSdVp/8fZi6FU/YkzJrKnL7n2lpZh2VK5etbtTek3welCnntAAAAAADokkypk08+2TbeeGOrrq628vKm+j6y55572jPPPNOuTqBvq/YGL54Yt4SybRT0CYWBpzYzpRZPuWtvoXMtP25RS3rRNvtGTanCXjsAAAAAALokU+qFF16wl156yUpKlpwRTVZccUWbMWOG9VV1dU1BEM/zLBKJWGNjowvK1dbWWmVlpS1atMgqKipcO62bZDJpQRBYLBaz+vr6dJvwUo/V7bpf7VKpVN62ykLT84qWXVpa6p4ru21ZWZnF43Hzfd/1Vdd1m+6LRaM2oMws7qesPJayxoRvEb8p5JAMPIv5gTUkPCuLpawu7rs29XHfSqOBxVOeRbzFbVOelUSXtEm3TfhWGgkskfLM8wIX8dTj3qvY2LZd9FR6mpybDmZm75ZvbOXRpqBPxGJKgbJB0Tqb5TX1rzxZbynzzItErDKSdMGQIPAsESm18lS9DSxNtOhDW2OqitRaQ6LMBpQkXd/eKd/Ytq99yi1bfQov3ygdb+sn3lb4yrXNHlNpjvE3JHyLRfRaNm0zvm8WT+Zp6wfpMUXVz6RnZTnadtXrlKufb6XG2471T6bfB+H6ea9iI4sufp1625j64uvU08eUiHg2dOhgi0atX7+fGFPxY/JLfWuoKLeqcs88P9UnxtQXX6eeOqaaRrPKqoHuO1tNTU2L70b5vkf11u97jIkxMSbGxJgYU0kPGZP+3ymZUuqsOpHt66+/dtP4+orJkyfbuHHjbPz48d3dlV7vy5KV7cmyH9ncyDBLWMRdPlW2s00vWTndptErcQGo0qxMqbhXkj4bX0hT78ramSml5ddnZF5Nj61iT1fsZHP9xX3zh9mzlTvZ59GVLUVNKfs8too9V7F9+v/VVuVeO72mAAAAAAAsDS9QWKwI+++/vw0aNMiuv/56F4R69913bcSIEfaTn/zEll9+ebvlllusL9Evaxrv/PnzraqqynorZbFNuvgyi4yZaLHynjn16pjaG+yt2Ab2Rmxj9//NGl+y1ZKf2N/KD2/WbpPGV2yt5P/s1vIji36OnRqedFP/Hirbs822P65/xALPs8dKf2z9mQJ5P627wV2/L/lDmzVw/e7uEnqZuurpVj1tig1eY1erqBrR3d1BL8K2g6URr6u25Mzn7bxzTrexY8d2d3cAAOhXagqMpRQ9fe9Pf/qT7bTTTi6LSKldBx10kH3yySc2fPhwu/POO5e23+jHVDsqrCMVFjrPLnK+JFOq/YXOwyLnbVFNqVgQt/4uM1tstDfXZnVrbwAAAAAAfUXRQalll13W3nnnHbvrrrtcltTChQvt6KOPtoMPPrhZ4XOgPUGp7ELn2UXOw0LnMUtYNIhbwosV9Rxa/nx/UEFtkxZpdjbA/ioaJNxlY8psGZvb3d0BAAAAAPTXoJSyo1S86pBDDumcHqHfqreyZkEgBaVUa6pFu8WZTgowLSw2KGX17nkKDUr195pSEq6DL2sjNqZyrirftqjzBQAAAABApwelRo4caXvuuacLSm233XauqjrQEZQVpXpPIQWoqq1l/aswqKQA00JrKq6/SmKajY9PtSHBPKv2BttrsQn2aXTVpZ6+Fwk6JyhVaH+7eln5glJf1EZs1QENNjBYYAu83ltfDQAAAADQMxQdUbrtttvcaQdV2FxFI0855RR7/fXXO6d36Feya0Xlm74nYQBLQZldGp+w4cEci1rSXer/uj2THyStxOKFB6Wsc4JShfa3q5fVmnAdKCglo1LfdNiyAQAAAAD9V9FBKWVJ3XvvvfbNN9/YRRddZB988IFtuummtvrqq9vvfve7zukl+gUVNc+cvucKnecISmVO3xNlCekUkuGEMl2m3O2vNXucMqsyH99d0/cK7W9XL6s14TqYH/etJqiwkalvO2zZAAAAAID+q91z7wYOHGhHHnmk/etf/3IFzysrK+23v/1tx/YO/UrOQuc5zr4Xd2XOI+lMKU1b83Js2EOC6ma3hcvu7ppShfa3q5fVmnAdxAOzWcFQMqUAAAAAAN0blFLB83vuucf22GMP23DDDW3u3Ll2xhlndEyv0C8pg0nT6zTNTn8KPeUqdK4i25lT/VRHSdlCmZQtVO0NyR2U6uaaUoX2t6uX1ZpwHSRTCkoNc5lSXqBnAQAAAACgC4NSTz31lB1++OE2atQoO+GEE9ylsqWmT59ul1xyyVJ0Bf1dmBWlaXvhNL5cmVJhtlO5NWVKqbB3ZrZQsHjDnhqb0OwxYWZVoUGplPmdkimV3d9UK/3t6mW1nSnl2Swb6gKHg4N5HbZ8AAAAAED/1K6aUnV1dfa3v/3NZs+ebdddd51NnDixc3qHfiWzVpSm7kmumlJhsfMw80lnmpvuL2dJ811AqtbK7bGSXeyz6CrNHqNAV5An0NVV0/fU31ejTUEj9WeONzxnfwtd1mvRjTtkWa0J10EyMJsdNGVgMYUPAAAAALC0osU+QAXOVU8K6GhhACoMSGXeli1z+l40iNsyqW/sjehGtkJqun3vDc8ZlFF7BaQCz+/WoJR8549wl8pyeqhsD6tffEbB9qjxq9ylxnZX+YHW0aKWSAelGq3ETRlUUOpDW6vDnwsAAAAA0H8UFJSqqamxqqqmA98gCNz/WxO2A4oVFiDXWfI0dc7yZDUpU2pwqmkK2arJaVZqjfa/6Fo2LD7HBgQLcz5GQalCp+6FNaWUe6X6SYUGsgoVs3j6+rDUHJsRWbbdyxqQahpvmTW4AF3Ci1lHUk2pRODWhPv/N/4ozsAHAAAAAOiaoNSQIUNs1qxZNnLkSBs8eLB5Xvb5vpqCVbo9meyczBL0r0ypdFCqtUwpK3PBKxmX+MC+8pe1Gn+QLfQG2NjUjI4JSlnEXSpbKtH+cwLkFAviljLPjXOpg1LBQjd1z1t8fV4HFjkPx6+pkSEFpVaLf+KK0ae8pnUEAAAAAECnBKWeffZZGzp0qLs+ZcqUop8EKETCoi74oeCRspQUtIlbLG9NqUGpeTY2NdOeKtnR3b7Iq2w1U0qF0cNsrOKDUh2bfaRi7hpbjVdlw1PfL9WyKoNFNtcbasOCue76POvcoNS3/kjTqzMsmGPfeSM79LkAAAAAAP1HQUGprbbaKn19pZVWsuWWW65FtpQypb766quO7yH6D89zQSMVJE8GEVe/SLflooynmCVs3cS7Vm+l9mmkqYaUMqVam8amIJaCQIVSYEw6o66UMqXiXszm+MNccGdpKAin7KVhybmtBuSWevpeRlBK9bAUpBqV/Ma+8wlKAQAAAADap+g5SQpKfffddy1unzt3rrsPWBqarqfpe/prbeqehNPwfpD4P/s4urolvWg6KCXKGOqw6XtBJwSlLO4ypb73h9vQ1FxFddu9LJcd5Q92wblOCUplZUppXc/xhlFXCgAAAADQtWffC2tHZVu4cKGVlRV+wA/kO6uesohaK3IuqsMkypZaLvmlrZKYZp9GV3XT90TBmfk2uNljFOhqb02pzghKNXolLlOqxOJWFdRYjTeoWRuNaXx8qg0J5rkz3r0Wm+DGmCkSJKzc6t24FZDLFYxrTSHLTwelgua1o7Qe10h+ZGvUfpT3sQDQ2QrdlwEAAKAXB6VOO+00d6mA1K9//WurqKhI36fi5q+++qqtv/76ndNL9BsKRGn6nh+kWs2U0gHIlvH/pv8/OJhvuzQ+YY/bzjY9soK7rUXGUBC4wujtrSnVKdP3FmdKiepKqVB75hg1prCA+fBgTnqMmQdb4TgVkMpXTytboctvXug9lX7s8qmvCnosAHSmYvZlAAAA6MVBqbfeeiudKfXee+9ZSUlJ+j5dX2+99ez000/vnF6i31AgSllDvqVcJlEu+kU8PACxxZcKl4yPv+YOQhqspEXGkDKTVJy7qEwpr/Om74WFzmutwuqszNWV+sya6mIVMsZQOM4wU2p4UFjR9EKXL9EgsXj6XqroxwJAZ2J/BAAA0E+CUuFZ94488kj785//bFVVhReMBgqloNGI1HfmeYFVt3IWOU3RyJ5AqpDJkKDaXVdwJjtjqDyoSy+/p2RK6QyCKuTuip0vno5Y6Bhby5RaITW9oOcvdPm5akoV81gA6EzsjwAAAPpZofNbbrmFgBQ6t9C55S90rpoh2WXB9ct4tdcUxMpVW0l1qsQFgnpITSllSomm8Gn6XjFjzAxKKTMs7pXYQn+AVQS15gVNGU35FLr8JdP3Iu16LAB0JvZHAAAA/azQubz++ut2zz332JdffmmNjY3N7nvggQc6qm/oh1TzyQWQvKYAVS4qYquaITrwCCeV6XJqbIK7XxlDQ4O5zR6jelKSr3h6V2dKNfpN0xOVKbVu4l1XtDw8i2A4xnBaSpA1xpCCb2Fxd136FrjA1KLFZyFsTfbys9dhJk1fTAR+ux4LAJ0p3B+FWttXAgAAoI9kSt111122+eab2//+9z978MEHLR6P2//93//Zs88+a4MGNT97GFAsBaKilnSBldYCSKoT8njJzjbHG+4yeHT5WMku9ll0lVan7ynzSnpKTanMTKk53jAXTMoMpH0aWcUWWoVbBzrIUu2pzDGGNE6NV8LLQoqdh+swblG3/Ox1mG/6XvhY9amtxwJAZ9L+6J3oOm5fpL86K2d/BAAA0JeDUhdddJFdccUV9sgjj7gC56ov9eGHH9p+++1nyy+/fOf0Ev1GmB2lIE1rhc7DA5G7yg+0aypOdJeZByAKzmRPY1NNKQVWwkBQjzj7nrc4KOUPcwdTmXWlFKAaYLX2r9Id7Vt/pH0RWTHnQZYypdoTlArX4XxvsMt2urts/1YP4pacfa/5Y58r2do99uGy3TkABNBtkha1Gq/KpkVWtWp/CPsjAAA6wC9+8QtbccUVzfM8e/vtt3O2SaVS7mRna6+9tq255pp29NFHt5hJJUcccYRbzrx589rVl0cffdQtf7XVVrO99trLampq3O2ff/65bbTRRrb++uu7Puy7775WXU1dyT4flPr0009t1113ddcVlFq0aJHbwE499VS7/vrrO6OP6GfT90LFTLXLtMhfMo0tc/peWFi8JwSlwrPvScKL2XxvULO6UqsmprlaUV/5y9k8b3CrRXsVgAqn72ndKXMsu55WW/2QqCVabaP7wnWRScE0yS7SDgBdaWhqrs31htpsfxkbmfq2oLp6AAAgv3322cdefPFFW2GFFVptc9NNN9mbb77p/jSTyvd9l7SSXd4nFis8MSDbwoULXbDroYcesk8++cTGjBljF154obtP19VHBc3ef/999/8LLrig3c+FXhKUGjJkiC1YsMBdHzt2rHvxRVHP2tolQQCgPTLrSLVWU6otuTKGVKcqM+BViNTit0dHB6X8QCGeVDpTSrLPwLdqcpp9HlnJUl7E5vmDbXCq5a8KOvDKzJRSwE0BqkIzpaQkaGxzjK6mVI5dhTITNP1PB4QA0F0UtJ/rNwWlYpawYQGBcgAAltbEiRNt2WWXzdvmnXfese23394lqyhRZeedd7bbb789ff8333zjZlpdfvnlLR771FNP2ZZbbukynSZMmGBTpkzJ+RxPPPGEbbDBBi5TSk488US788473fXS0lIrL286kVUymUwnzKCPB6W0cf773/9215Ued/LJJ9uxxx5rBx54oG233Xad0Uf0I5k1n5Y2KJWZMeSCUkXUk3I8z2UedXRNKdWTksyphKorFQalhqTm2rBgrpuKYovPIlVhdVayuC5WqNzqXEZYOijVypkHWxUESzKlgtYzpVxNqYxC5+mHe747ECRTCkB3iQZxqwpq3LS97/wRbpr2MsnZ3d0tAAD6BQWUHn74YTedTrWmdTK0L774In2/4gSXXnqpDRw4sNnjPvvsM5fR9Pjjj9sbb7xh//jHP+yggw6yhobmxzuik6tlZmtpSuGsWbMskWg6ftF0QU3fGz58uMuk+u1vf9upY0YPOPveX//6V6uvbzqT2bnnnutS8V566SXbe++97bzzzuuELqI/yZyy197pe8qI0oFJdqZUe4Jcymnq6Ewp1ZOSzJpZ3/vDrdJqrTyotVWSn1qjxezLSFONNk3tE2VLfRsZlX7MgNTC9HTFUDGZUhqXMrbC6/na5cqUEk2ZISsBQHdmSXmL90U6e6n2pcukZtv7tk53dw0AgD5PtaKmT59uW221lctYUtbUv/71L3ffjTfe6GpOb7vtti0e9+STT9q0adNcwktIU/8UgFLdqGIoS0vT9xSc+vnPf27XXXednXnmmR0wOvTYoNTQoUObbThnn312R/cJ/ZimqykgU2LxdmdKKcMp+wx8qin1vQ3vGUGpXJlSGfWZVE9Khc11gCWavieDg3n2rWUEpRaPLztTSjVVChFmSbVVU0qZYpln38ukfq8S/9RlXRVTrwsAOkI4fVhZm/KNP8qWS37Vzb0CAKB/0FQ5ZTyFdZzuuusu+8EPfuCuazre888/74qUh9Zdd1375z//aUEQ2A477OAypHIVWNfjRFMBFdgKZ2qJMrFGjx5t0Wi0RXDqyCOPdNlZBKX6YFAqrG5fiKqqqqXpD+CCUZpOVsyZ8rIpY6jF9D2/rB1BMr/Dp++FdZwya0opG0r1mZQlNSL43l6LjE/f1+iV2iKrcEGpTBqfgkU6BXqLcRcQJAoztgqavpej0HkYlFIAcWCwwBZ4vPcBdH1QaqFXafHFmaeqK7Vu4j0rddmxxe/zAQBA4TSDqq6uztWd/v777+2SSy5JFyG/4447WgSw3n33XRs8eLCbzqdpdvq/AlUydepUV1vqL3/5S7PHabreSSedZB9++KGrK3X11VfbAQcc4O5TltaIESOsoqLCnQnw3nvvTS8PfSwopQ2nrYJhinaqjQqM9UV6s4nGGIlEXHqgUhRV3L2ystIVVdObQe0UpdV60DrR9Ea9WcM24aUeq9t1v9rpTZSvrebX6nlFy1ZRNz1XdtuysjI3n1dZbOqrrus23ReLRm1AmVncT1l5LGWNCd8iftC0zMCzmB9YQ8KzsljK6uK+a1Mf9600Glg85VnEW9w25VlJdEmbdNuEb6WRwBIpzzwvcLk1elxpjrYNCd9iEY27af36vlk86dlqqWlWHtSZZ4Ed2HCnvVu+sX3ir+r6pqZB4FlU/Ux6VpZjueGY6uOVNjC10AaUJN2Yyq3eGv1SG1iaKGpMybqIlUUS7rkKGZMKlK9f/7oNSs2zGn+wvV4y3maWr9Ss7SC/XnMTLRbzrdzXduLZKolpGp2tk3jP1KPKaKNFM16nBZFBNsyq3fOGr9PQSI0tSlTawLJkekz1QaXF4gkbHKu1uqA87+s0MN40DVfK/LhbN7nGFFXoKxqxAQP0XNr+U+nxN8QGubEsG/nWPvUHFP069aRtr9W2jGmpxrRGMM3WKXnZhoxbYNXeE/aebWqfRlft1WPqi69TTx2TX+pbQ0W5VZV75vmpFmMa4c21ef5Qq4g1ffeY6400JYGOCWbb92XL9sgx9cXXqaeOqabRrLJqoPvOph9Ys78b5fse1Vu/7zEmxsSYGFNHjem4446zp59+2mbPnm077bSTa6+TnJ1wwgmuoPlPfvITN91Ol6Gf/vSnLgNKJ0HLHpNo2dXV1S77SdPslNWkPuj511tvPbvhhhtyjunKK690z6N248aNs+uvv949x+uvv27nn3++G6dqTKnG1e9+9zv3+P7yOtX24DHp/x0WlGqtEn5fNnnyZPfXV4NsPdFK8U9t2/qnXFDGWzyVbdtFT1mizLOvS1cualnKGBoafJc+S52yk4oudK43nFf49D31f7uM/g9JzbEd65+0ZyM72UdeU9HysDCvxK3pl/0VNe66JY/T5Va1z1hdWcxmx1Zybeb7g2xoVkHxitQiN85MtYv/X5laZHXekgyqXGKLM7bamr7nW+vT9/R8DVZiQ5JzzfziXiP0fSslmt7TOmb0PbNhNt+2rX3KkuWeTS9he8HSG5ysti+jTfX3pMYb5Pb1o1Kz7XvLf8YgAADQuiuuuKJFsCOsMa0ghowcOdJlO2UGJVozd+7cZm223nprF9zKDnbkonZ77rlniwDOrrvu6mpWZQdG0Lt4QbhFISf9sjZo0CCbP39+r56aOGPGDJt08WUWGTPRYuVDrCc6oO4fNjyY4wIzIR3MzvGG213lBxa1rPXjb9mm8Vfs2vLj3Vnqjqm7yR4t2dU+jxZ3IHxA3Z02KzLa/lOydYf1f/XER7ZT47/s6vITXN2oQh63YfwN2zj+ul1f/tP0tLw96h90B19Plu6cftzAVI0dUX+b/bN0d/sysuQsFbmsmPjcdmtsmuP9WMku9ll0lRZtFND7Wd1keyy+vr348ac2eI1draJqRLM2e9ffZwu8gfav0p3aXEfoXzryPY3+qa56ulVPm5Jz3+MHSTuh7hp7rmRr+7/o2unbd6t/2F0+UrZ7l/cXPUu8rtqSM5+388453caOHdvd3QHQzyiThwAJ2quystLNWOsPsZSiC53LCy+84NLtdCpHzdvUB72KkK200kq25ZZbLk2/0Y8NCeY1O3gVf/HZlYqlgt8xS7hi3qonJe06+54ypQqsKVVo/1XLKWVeuk5TIY9TzalSa3QBtjqrSBc615mmMilzSlHmQs7Al1novLVssDCDqrWaUmFdqdHJWW0+H/qfjnxPA9lUZ8+3wKq95j+0zI4sY+vH3+YEDACAbg1I/f6iP9jC2iXlMoBiDKgos3N/dVavD0wVouig1P3332+HHnqoHXzwwfbmm2+6dDtR9Ouiiy6yxx9/vDP6iX6g2hucM6si+4CjEOG0NgVnSoOmbbSt6WxLe/a9QvuvYJAr4r74YKmQx1X7TdcHp+ZZXaTCHWypoHn29D2dvbDWKpoVeW+NpjQqOKaDutam74Vjb236ni0+Ffu44AOXtaDnBzrjPQ20dea9kIqdl1mDC1rNY1sDAHQDZUi5gNTQ9S1S1ntn26B7JOtrbOHct912RFAqh0mTJtm1115rhx12mDvlY2iLLbZw9wHt9Vpsgu3S+ERT/ZnFB6+6nBqb0K5MqTAoFWY6taumVBFBqbD/YW2o1vqvTKnMM+8VMm5lSmm5OsiaZWNcYEtnvQvHmUmBqgGpwjKlGqzUXbZ29r1w3SXyBKWUKRWxlA0K5lu11/zgEP1buG2HUkFTban2vKeBXEGpWp3GIusHh2/8Ue5yVOobm7c4oA8AQHdQQKqnlk5Bz5a0/qP1I81WfPTRRzZx4sQWt2uuoNIUgfbSGbkeL9nZ1ZtJWMRdtlbrqC1hBpEyhsps8fQ9K+3UoFTYf2UfKYDUWv9jFm/KlCpi3Ko9pbpNypQKxyW5glIL/QGFTd8LGq3RK8k7xnSmVJA/KGWLC9MDmbRtvxKdkA5IfWeD2/2eBrINDea2yJKSRq/U5npDbJnU7G7pFwAAADoxU2qZZZaxadOm2Yorrtjs9hdffNFWXpmzKWHpD2L1t7SaprGVu+BMwqLuDHHtmVqmmlLKbCqU+h40akJcyu4qOyBnPRMFpRQMKnbc87zBLlNKwqBT9vS9MFA1OtV2jadwGqH6szTT95SlsMgqXFBqmq3W5vOif/kuMlKpdvZlbcTuLv2RVUSbF6sG2mtIqtpmRsbkvE9T+JZJEpQCAADoc5lSxx57rJ188sn26quvulMxzpw50+644w47/fTT7YQTTuicXgLtoOCMgjcqdN6eqXvFZkpJJFAITCGcwAV7cnHT9zIypQo1zx+czpQKg1KtTt8rIlMq4UVbLeYejl0ZXPkoW0FZC0C2cNsaHNPEVKBj6MygKpjfWn0yBaWGBXMsWsSPCgAAAOgFmVJnn322pVIp22677ay2ttZN5SstLXVBqZ///Oed00ugHTSNrTK1yBV46qqgVHimP1GB9XhWRlSzQudFUqaUCoqHRc6VCZYr+0uBqnKrdwEyTftrjfqhylQaY6uZUkHbmVLhFL4VktOLHhP6vjA4WxULzEsSmELHUA071bLLNX1PvomMskg8ZSNS39msVrKpAAAA0AszpZQdde6559rcuXPt/ffft1deecW+++47u/DCC62urq5zegm0Q5gxpJpS9dbOoJQXaTWLqLVAT6jUms76ly270HkxmVLKwtKY9Jdr6l52Pa2CMqUsulTT98KglDtIbKVgOvqv8P2jAucDjM8IdO6Z90JzvGFuYjJ1pQAAAPpYUCpUUlJi48aNswkTJlgsFrPLL7/cVlpppY7tHdDLpu9lZ0rlkl3ovJhMKVFdKZ1dL9fUvewzD+YTZkoVNH0vyD99TweAmrKo6TRApsxprFVW2619Qd+h6cL1Vmq1VpHz/sDz7Vt/pDsDHwAAAPpAUKqhocHOOecc23jjjW3zzTe3hx56yN1+yy23uGDUFVdcYaeeempn9hUoSjiNTRlDXRWUysyOygxQZWdKZRc6L0SNV+UyllRXSmPS9MR8QalCM6XyTd+LLs58aitTKsxWGJ76vqCxoP/QttW4OKhZ5RGUQscVOXf7nRwnk2hW7JxMKQAAgL5RU+r888+36667zrbffnt76aWXbN9997UjjzzSTd9TlpT+H4kUf3YzoLOE09g0razd0/eKDUplZEdlTuXriEwp/fKvwJTLlAoW2mde7rNdqo5Vo8XazJQKzwJYyPS9RBtBKT3nfK8qPaUGyAxs1ql2WbKOTCl0GO1rvvPzn8lRQamNEm9aZWqhLWoliA8AAIBeEpS699577W9/+5vtvvvurpbUuuuua4lEwt555x1XZwroacKMIU0ra3emVJE1pRSU0pnqUubnzZRqT02pcArfsNQcq7C6Vqfvie4rKFNKwYI8Yyy0ppTM9Ya6vgGZFPCMBxGrjftWVZJ/mwQKEjRNFf7IXyNvs2/8Ue5S2VKf+qt2UecAAADQKdP3vv76a9too43c9bXXXtudcU/T9QhIoafKDNp05fS9Bit1GUit1ZRq79n3wmLno1Oz3PV8QamwyHu+06mXFJEpVUhQSsXOdQp2IJO2LQVq58U9MqXQIaqCGotZotUi5yFlRy3wBlBXCgAAoC8EpZLJpCtuHopGozZgAOnw6LnCaWxdGpQKGqzBK3XTBXOdfc8PtMTUUmVK6WBMWjv7XmaR97aKT7tC5xZtdYzKoGoKSHkFBaUGBgutpJVgHPrv9L24C0r51JRChxU5D7Mz20JdKQAAgD4yfS8IAjviiCNchpTU19fb8ccfb5WVzQ+MH3jggY7vJdBOCtyUBPPaX1NKU9sUsAmCvAV1M4NSCoAF5uXMlAqDQUuTKRVqa/re2NSMvFP3XD+8mBtjNJXIk+VS2G4izFpQrZfZkdEFPQb9LVOK6XvomCLn+sEh3z4wcwrfJvFXXXao6vIBAACglwalDj/88Gb/P+SQQzqjP0CHWSUxzSoXZwvt0PhveyW2qX0aLa6uiPKaFIryLWUpa7uQf5nVu+yjlOfnDkoFizOU2nH2PalKzXeXgZntVX+/vRabkHNM5UGtDQwW2Am1V1u1N7hFu7AIe5gplW/6ntZBIaq9IZYyz03hm22jl/q1Gx+fakOCeTn739sUOp6+Nu4wUyoRRGx+o29lXr3FgkaXxQi0lwLf1f6Qgn4oUKaUsku1X/rey18YHQCAjrDow1es8dk77NRlZlp18Ki9ltis13+fA3pEUOqWW27p1I4AHUkH97s0PuGCN6KiuPr/47ZzUR8KYUBGwZlCglLKQNKv98qUGmRNAaSOypTSmLaLT3Fj0qHY8GBOzjGp3drJD9z1qCVztgszpcKaUnmn73mFBaWSXjRdiL2jXrt84+wtCh1PXxt3SAHPemVKJZoCCAqWzvWGdXe30Mun7xUydU++9Ue6KcjLJGfb922crQ8AgI4ISH1z/x/d9ahnNszm9Ynvc0BnIpcdfZKyTcKDe1t8mXK3v1bUcnQWPSm0rpTOuKeaUvrLlSmVOW2us8YUtrM87TIzpdz0vWDpM6XCulLKYugJr11PUezr1lfG3ezse4trSkm+WmdAQWfeS1W3WeQ8M1j+vT+culIAgC5R/cI9zWqx+n3k+xzQmQhKoU/S9Ccvx8aujKlihFlCyhgq5ux7+stV6HxpMqUKHVMh7bIzpTpi+p7oQHFpM6U66rXrKTrydeu10/fMtwVxz1KB5zKlgPaqDBbp/KZuunChVFeKM/ABALpCfM7MxYU2+tb3OaAzEZRCn6R6PM0/Dpp+pSjmQCZ7+l4xZ99rLVNqaWpKFTqmQtqFmVIKjuU7w6BuT3gFz/K1Od4wq7A6V9Oqu1+7nqIjX7demykV6JyTni20chuYIiiFDjjzXoGZUmFdqaFBtZUG9Z3YMwAAzPzylifh6Avf54DORFAKfZIKRIfTn2zxpTb2qbEJnRaU0tmdSiyeDkqpuK6flWG1NJlShY4pbBfkaadMKZ29SmejUtDJhQyCcMlZNaWKnL4nS5MtFfbflvK16ymyX4+gjdetr4w7++x7UmMVZEphqWjqnranGq+qqKCUkC0FAOhMC9551pILw4woL+/3PgBLEJRCn6RCgo+X7GxzvOHuAEaXj5XsYp9FV+m0oFQ4XS+cvheejS87U0oZI8UEeoodU9hOz6HnytVOmVJhtpam70muKXzFTt+b7w1yfVuaoJT6X+0NctdVoLi9r11PEb4e9Yu3iQYrafV1+8Jf3l1v7XXrvdP3FgelggpqSmGpM6V0QgUF1IvZL9VZGUEpAECnWfi/l+y7x66xgRvsaCP3Ot28IaMtETQFpT71V+713+eAzlT4vBygl9FB/tKe5aKYmlLhdD1lSense+FttV5ls2CQy5Iq4FTmSzMmtfkm8Y4t8Abav0t3bHF/U6ZUSYvAW1MeV/uDUjpQVHryUtWVCgKrXDz977mSre2D6A+st9PrsUryU1sj+bHVe+WtfjEpXxzE/Mpfzh4u+4n1BWGhc6mxShsbzOjuLqEX04kUipm653ieqyulM/C1I0kVAIC8aqe9Yd8+dKUN+MGWNnznY83zfJtftbxdevFltuXoQTY+9YENTNXYAr/wLF+gPyFTCsgjDMj46UlzhQWl6r2yZrdlZkq158x77VHrVVhFK7WdXFAqzJRaXDMq1xn4dFsYmCvqDHyL6760h6Z3aRpkZg2uvkBTN/Vr2eBgfs7aNprqOTz1vWvTWuH5XicI3DTWRNA8UyrXVFGg04JSmsIXWaYpUyrIrtwGAED71U1/3765/zKrWHVDG/Hjk1xAKtPrNs7NoNg8/lK39RHo6QhKAZ04fS/7DHwKTLSnnlR71HnlVh7U5bwvnbGVMX0v1xiLzZQKg1IuU6qdB3/DgjnpKWxhDa6+QAG277wR7vrI1Lct7ldAShMu1aavBOPCbSqzppTG2FqwFMinLKhz2YRzveKDUsqU0mMHBfM7pW8AgP6nfsYnNvuei61suTVt5J6nmRdpOQlJP0a/XLKZrZ78xEYpYxdACwSlgI4KSi3OilKWlLKlMm8LKcjSnjPvtTsoZXVtZkqFY+yImlJhUEqZTu0taK2AluouLfQG5Mze6q20fr/3h7ux5apto9tUQ0sZHX0lGBduU/HFHzU1QdNUVupKob1ZUtKeTCkFpWSZFAcEAICl1/DNFzb7rklWMnIFG7XPWeZHW/9+/2FkTfveG2Zbxl8kYxfIgaAU0IE1pZTdowwkZR8pwJBz+l4XZUrVWkVTplSODz8XHLO2p++5oFSx0/e8Yc0yntpz4KnAltZTXwnOZE7d1MFxrqCUsqcUtKq3sj4zfS/cphJBNJ0pJZyBD+3dN2i/qsLlxWrwyqzaG0xQCgCw1BrnzLTZd15o0UEjbJn9zzW/pKlsR76aqy+WbGljUrNcjVEAzRGUAjooU0pn2nPT9lTE3PPc9ezpe5nT5roiU0pTpbL70KKmVL7pe0HxmVLKcGq0WDqroT2ZUsqEUACnr0xjEwXYtK6/9UfmnL6nQJXu60vjDoNricUfNQ0Wc9sGQSm0h2rVKSCVKjJQHprtL64rBQBAO8Xnf2uz/vFb88sH2OgDf22RsiUnNMrnq8jy9oW/gm0R/6+rIwpgCYJSQAdO3wun7Ymud2ehcwWlJFf9HgXHss++19r0vTBoVTDPW1JXqkgqgK0DT2VbKXjXVzKGwqyhMFNqQLDIKlNLprDFgkY3bt2n9d1XMsTCcYRn3zPz3Bkhmb6HrixynhmUcrXb+tC0YABA10ksrLZZd/zWPN+30Qeeb5HK4jJ3lS2lH+bWS7zTaX0EeiOCUkAeKfPd2dAKLXTeZlCqCwud6+x7kqvYeaFn32tPTSlRUKk9QanBwTyX3aWgVl8KzmS+9mFtm8yMjRGp78wzS2dKaR30hTPUhdNew0LnYSYdmVJojyFBdbuKnIdUr03vrVyZigAA5JOsXWCz/vE7C+KNNvrgCyxa1VSuohjV/lB7P7q2bRx/3Z28A0ATglJAPp7ngjKF1pQKz7onuq4pfdmZUl1Z6DxnUCoIcmZKtTp9rx1TZRRU0gFksYGVMJDlakr1oWlsWudhUGqRV2mLrKLZgbECVHGLugPuMGjZFwJy6UypYMk2tMAfaANTBKVQnFJrdBmGS5Mp1ZSBGaWuFACgKKmGWlfUPLlono0++DcWG9z0A2N7TI1NMN9SNj7+Wof2Efj/9s4DTLKqTP/vTRU6T09PzsMwAzNMhGEIQxKQHAQVRQTELIZdZBV0/7rqqqurrq4PCqIEXVARJScREIY0CWYGGJicc+hc6ab/852qW1NVXVVduW5Vf7/n6ae7q07dOueeUze89X7fV8uwKMUwgyBEqQLD98iRVC2nFIlilBQ4NXyPQuLI/5WaU6pU1fcIunGkVO/5ll8nUYoEm5Dkr6vwPdqPkuNKkyTsU5KTndPfB+QRIhGm41yrB0HuSE6pBFFKamanFJM3w9EjfnfKwwreBn2+yI3IeaUYhmGYXLH0MPY+8EPoh3eLHFKejvFFbS8oNWCFdgJmG2+hzeosWT8ZppZhUYphSiVKpYTvhSQffHaoajmlSPwgt1SqU4pcUoQjStGNGolX6cL3SFQoKHxPjlXgyzOEj/IqOU4IEmfqQZhJzq0Unft4svNYZUT62wnrc9rUgyDnrCk9RZTyIwS1TuaWqQwdUrcIpe6UChelnLxS7JRiGIZhcsE2dez7638jvGcTRn/km/COnlqS7a5S5wnnPCU9ZxiGRSmGGRQKXyskfI/C46pZfY8Iwg8/UkSpmHvLCd/LKLzZdtQpVUD4Hn0LFIA/b1GK2juCFu2neghhIxxxzREkSYDyISycZJRToNXuGSBK1cPYMzmlCE52zuTDcKlHVN4zY07CQqHPWbPdl1RogGEYhmFSsS0T+x/+OYJb38KoD30dvvHHlGzbdC57VTsFU80tGGvuKtl2GaZWYVGKYcoUvkdOqcRE51T+lZLsVswpFUt2nhq+FxelEnJbUQhfqjOH4t0p5KwQpxQhKvDZuYtSVBGLRJq4KCVpad1btS3OqHGnlOOQcnJLOY8566MeXGI0f7SKoivpSKJzgkP4mHzD94rJJ5XolCI4hI9hGIbJhG1bOPDEr9C/bhlGXXEzGqbMLfl7bFCOxl55FE6LLIk75xlmqMKiFMOUQpSybeGKCsGXXH0PkXiy79QQrkqQNXwvwSlFoXKpbjBnzIWKUnQDmY9TihKjU64rSkYs+lRH1fdSnVKUM6tbahE3xvQTgle4QAbL8VVr0Bii40kWpejSi0UpJt/wvWJD94h+uQm9UhOH8DEMwzBpsW0bh/5+F/rWvIiRl34ZjdMXlueNJAkva4sx0j6AGea68rwHw9QILEoxTAlEKRJPEpOHE04onyMCOcJEparvOaJULk4pGmOqCFKsKEWOJ3I+kQMqFxwBy3FDiOp7JErVwbdH6QRJJ+EyOaWES0qS6s8pFReljmBJisij0MThU0yOeGQbrVKgJE4pxy3FTimGYRgmHZ3/vB89K55CxwWfQdNxp5X1vfYoY7FBmYZT9Fc51yYzpGFRimFKkFPKCdOjkD0HJ5TPea4aTikK38vJKZUmfM8Zs1MNLl/I8URCHTmgchWleqRm6DGxjPYTyTS5hE66HWfuEwUaym0zwjqAUea+eD6pusspZRtp1w9X4GPyocMTdZselkojStHnjUQpx8XKMAzDMETXq38TP+3nXIeWBe+vyHtSbim6Vp9nrKrI+zGMGykuYyjDDAFycUr5EK2yl5joPC5KxZKdOw6lSuaUIqcUJdSmfFbkUHEcOFRtz/k/k/CW7JTKXxgilxTx4dADOCwNw3LtRGxSp2VPch4L3UsUcEicMYs4VB1lbMRCfRmG2V3olNoG7Uc5thWvQpcw9+Qg0xD9mWGswwF5hNgW7W/yhmXKp1XK8ZR7++mcUrT9duswRmMvRgT3l7z/TOXWSqUY5Y2KR51y8eF7jlOKPneU8+6gNKIk22QYhmFqm+4VT+HwC/eh7bQPo23RpRV73x65FWvUOTheX4m16kwEpMaKvTfDuAV2SjFMCUQpxw2VmOjcEah8dqiqOaWIRLcUOaUSXVIZnVJFhO/RzfD7I88KcYWSu3fYh3Bh5CnxeCba7cNJ4TmlCGOj96P3pfdXYebUj3JsK3Xu6TUnG0vF/iGa0XtkW5KUsfJgKcdT6jHmIkpNl3aI7dEaJBdcqfvPVG6tVJKRXgs9dkPcRVksJABT8n1yKTIMwzBM75oXcOiZ36J10SUYdtqHK/7+y7WF4np7UWRpxd+bYdwAi1IMU8LwvSRRKva345CqRk6pABrEbz8SRCk7MqAP6XJKOf/T+POF3Bl2Qnpr+k1eh4X68rTtNTuCFrs3XnkvUcApJuF3vv0o17Ycd5otyTltK5MoVcrxlHqMuYTvnSq/Xdb+M5VbK5UWpQ7aLSXbniFpOCh1cLJzhmEYBn3vvYYDj/8KzfPOQfvZ10GK5fisJGHJJ4SpmeZaDLcOVvz9GabasCjFMKVwSsVC9JLC9+AVN4VOaJ+rnVLpqu/ZhTulKFxISnOwyZRfyklynihKOWJGMU6pfPtRrm2RsJY474Nti8aebtylHE86Sr39VKdUO3rL2n+mcmulkoz0mjiEaHXKUrFXGc2iFMMwzBAnsOlN7H/o52iceYpIbF4NQcrhLXW2qMR8auSVqvWBYaoFi1IMU6LwvQi0uBNGIElC/IknOrd1ETJSaDW7YkSpxAp86ZxSpQ7fo/w1qTXzyKWRqaQ75XahfZP4fCkSfufbj3Jti+Y+MZ/UYNuisadziJVyPOko9fZTnVKH0VzW/jOVWyuVgo5D7R67pE4pJ9l5u90JT+z4zDAMwwwtgtvfwb4Hf4yGo+Zh5CVfgiRX7vo8HZTrlZKeT7K2Y6K5rap9YZhKw6IUw5RIlEoM3XOganyOKEUOJSG0VPBbGApTIbEsl5xSqWN0/k9NVJ0LlFCZRuncFNuxg80y7cSMTqkuqQ1mgoARzylVhCiVbz9y2VbiDX6u26IxJO5HZ1tWhm3R2NM5pUo5nnSUevupTqlXrOOSxl3q/jOVWyuVol3qgywBh0osSlGyc4Kq8DEMwzBDi9Dujdj75x/CN34GRl7xVUiKO2p/bVamYpc8FosjL3OFWGZIwaIUwwwC5VSSBzkxUPheYuieAz3mhPalumUq6ZYazClFY0yt9hYP3ysgpxRV+HrSc0G8hHuP1IwnPBdis3pU2vZUjS0xdC8pp1SGKnS5sE2ZJHI59aNROLEsyKJfmfox2JhWqvPjN/iHpI6sY8oWvufsH9qGAWXAtkjISSfGOa/rj+UKo5xhufYh1zHS9p1cZMSznnMK3n7quNfbE2LjHi72YR8aS9p/ZuBcOvs/AH9N7uvhUp/4fQilFaVIBA/ByyF8DMMwQ4zI/u3Y+6fvwTNiIkZ96OuQ1crleh0UScLL2mIMtw9jprG22r1hmIrhDlmYYerUKUWPxcP3oFc0n5RDQGpIdkrZkQGl1UsdvufcFG9SjsJng3fgLXVO1pthckq9pc0e0KdinVLjzZ2i+t9Dvg+I7Xwk9GcUm4jSCf35iy/36izpBEmxf9RpadtT20xiHL2mwzqIE43l2KQeVXKRgbZP7hG6GPLH8qEVCo3BTLHDO+O+LngP1ikzak4kqSVoP5+mL4HH1rFFmVqT+3q41IseXUJI8iZIpSVAksTneLS5lw4yDMMwzBBAP7wbe+7/DtSWERj9kW9C9kTTXLiJ/coovKfMwEn661ivTi9Z5VmGcTPslGKYQSB3TalEqUpW3kt0ShUSvhevvldMDixJEo6ENqsrYxO/Tb6coHDPJEL5uchFVEyi88nWVnRJreiSh+GAPFJYoucZqwrenjMOp6JirqSG7w1Gpup7iXNINNlRF0mpoe33yC3YJ4/EZHNrwdtJdUol0ic1la3/TBTV1tFs9wlXWq3uaxKlDoTLc6lCyc5F+J6dmn2LYRiGqTeMnoPYc993IPsaMeaj/w+KrxFu5TXtZHEtdry+stpdYZiKUPeiVFdXF0444QTMmzcPxx13HO68885qd4mp0+p7IURdNFnD96rwlXwQfjSggPC92JhJlCuGbrkVbXZmUSpd5T2HTAm/c8K2haCyRZkSf2iVOg9jrT0YRe6IAnDG4YhCuUL7Np/QzUzhew6OKNZo96MciDUCj9h3E83tkFMqM+YKzV0mUbNfaqxZoaRWcNbrfnlkze7rDqkP+8slSsmjhRuw1e4uy/YZhmEYd2D0dQlBCpKMMVd/G0pjaSu6lpo+uRlvqvMx33gTTVZvtbvDMGWn7kWp5uZmvPTSS1i1ahWWLl2KH/zgBzh0KHoTzDC5QIKNk18pEz47NKhTKp7ovNrhexmcUgPC92xTOJWKTcxO1b6yiVKUT4reh8rgpkKV2wp1SnXYB4VLhPJKOZDI0i21FOyWIqcU5aEpxCmVz9xnC99LckpZZXJK2RHRh63KZHgRwRhrT0HbySbGsVOq/LRaUbFllzyuJvc1iaHDyihKUfgewXmlGIZh6hcz2Iu9f/wOrEgQYz72bagtA78EdSMrtePFl9sn669VuysMU3bqXpRSFAUNDdFMFOFwGLZtix+GqXhOqSolOo+LUrYtbvJUmAOdUmnGSP8XFboXo0tuQ5PdDy2DkENOKRKuKFwv3zC2bJBLiioP0g25A70HuaWmmRvz/ubJa4dEmOEBeQQ81Kc8jiP5zv2g4XuOUwqBgl1M2XCEywPSCJFUvdAQvtTqe6milHB68fG4bAyzOxGEDwflDvgQFuF8tQQ5mBTJxr4yiVKUI65TamNRimEYpk6xwkHs/dP3YfR2CoeUNixaebUWoFxSSz2LcIy5DiNNrhTL1DdVF6XIxXTJJZdg7NixkCQJDz/88IA2t912GyZPngyfz4dFixZh2bJleYfwzZ07F+PHj8e//du/oaOjo4QjYOqdXMP3slbfs+2qJTqnnFIaDPH+jtCR2g9yJFFC8MTysyUTpaQ28TtTiMxw+1Da0L24Y6jA8D0SUrYrE2GlVA98Vz1WjH+OsaagfFIUCkXkI5ZlE2fSMZhDjESjXqmpbCF88RBPSRJuqYJEKbHmDTGWTKIUiXv5hkIy+a1ZCp+lfV3OcM9yQS5Kolw5pZwQPpFXimEYhqkrLD2MvX/5ISKHdmHMR78Fz4gJqDXWKjNxUBqOxfrL/CUeU9dUXZTq7+8XghEJT+n485//jJtuugnf/va38cYbb4i25513Hvbv3x9v4+SLSv3ZvXu3eL6trQ2rV6/Gli1bcP/992PfPr4AZXJH5FsiUSrDyUCxSW4wMzqlSOwRgpBdvUTnBLmlHIdNaj8cwSRRAKLwPRp7KZxSxDCrc+CTti2cUplEKZFbqQB3h88OCvcDCSrpvnl6R52FWcY7Gd1b6XBENUeUyieEL+/wvUFyadF7H5baxd/lCMtKDPGkfdhud6IlFgqWK46Qm80pRdRiWFmtQGuWROFa3dfC6WVr6DOLCyEeTJSiapZ0HGcYhmHqA9vUsf9vP0V490aMueqb8I6ZilqEHP6veE7FOGs3ppqbq90dhikbuX91XyYuuOAC8ZOJn/3sZ/j0pz+NT3ziE+L/22+/HU888QTuuusu3HLLLeIxyheVC6NGjRKi1pIlS/DBD34wbRsK8aMfh56eHvE7GIzm5CE3F4UERiIR+P1+BAIBNDY2CnGNwgSpncfjgWmaIkxQ0zSEQqF4G+c3vZYep+epnWVZWdtSn+h9Cdq21+sV75Xaltxkuq5DlmXRV/qbHqPnNFVFkw/QZQt+zULEkKHIUaHFtCVoso2wIcGnWQjqsmgT0mV4VRu6JYkwCtHWkuBRj7SJtzVkeBUbhiVBkmyheNLrvGnahg0ZmkLjju5nWQZ0M0tb2QY1tW0JKvXTlOBL07YcY1IhgcwcjZoOSMqAMUnh6NowFQ8aPWbSmEw7emPfIIXglSIwJRXNXqOiY4qEognYm6V+KKoChABFU+GTrfg8SVZUn/bKOnweObpdRYdpKmJMkleG3tSIZh+tfyuvefKoKoJBH0bKndiSsvYarV7hlgl42qBJ1oAx2bIKL3Q0aGZea+/oyBaaNRzyj4dqWgP6uaHhOMzrWYXZ9lqs887Oae11GIdFKGRIbRDroUEOQfb6cponLaBD1mhbVk5rT6G2uoEmzYBhywM+T55gBH1aGxDejg61B4fk0SX9PHkCEUiaCq9i4ZA6FmZExjRswXrP7JzXXrMcoiz70DQJmiKhvb0Nqgo0eUwxT4biJysh2qRe6N7Wmj5GuPW4R2LiDnUiJJ9PfO47lB4cVK2aGdMInUJ7W9DQoKDFL0GSrZLPU6/SAUW3MEndi+32WF57dTamHjp3tzSLaza6nku9Nsp2HVWr13s8Jh7TUB9Tg9+P/Q//D/Stq9F80VdgDBuPvr6+io8p2tYLzUPXQmbBx71O7zhsNybiNOMV7PZMhKLKQ+5YPhTH5PcBfaoq1hGtsVo9RtD/NeGUygbt6JUrV+Kcc86JP0aDo/9fey23pG/kiurtjeaO6e7uFuGCM2bMyNj+hz/8IVpbW+M/EybUntWTKS1WLIQtUwifJ1ZdL234Xsw9RXml1CrllDrilApAi4VKkVsoEccRlegWEOF7JXBKERRC1BILf0uk3YwWHehUsoTvFeCUmmBsE46moBzNJ5dKv9yMrepUHBdZk7MdmpJG98htcQdRPk6paPheHtX3Yuskk1uK3jsgN4qcWY2lTnZu20lOKVore9WxmKjnF8KnxPpOQmw6SOCjPV/y/jMCjx0SBRiogADNASXob6ixfT3M7EQnoi6vctGptEOHihEGO6gZhmFqHdu20PnMb6BvfgPDLvoSPBNnoR54zXMKmqwezNLfrnZXGKY+nVLZOHjwoFDhyOGUCP3/3nvv5bSNbdu24TOf+Uw8wfmXvvQlzJ49O2P7W2+9VYQLOtA3ayRMkTrY0tISf9xJnk4KIUFqZOL/idBrE9s4v0lFLKat81hqW2cbiZByqRsGekKA5pfR6+ToSNBZHH+YHnvOaaOnufcOm8lt4m3T6DaRDG0jRbbVM7Qt9Zj6jahAENGBUEykSexnoxkVTfptH/ojySKOx4rOkWpFRBha2PagN6xWdEySHb3591oh9EWi792l+xAi2T5G0IqJVJYd759p2iL0isYUDFvo6+uHGrLR4JHznidRgc/ogqEmr71GvUsIK/v0VpG/KHVMIUtDqx1AQFdyXnuUF2usvgOr1bnxsaTr50plPj5kPIgRwR3Yqk4ZdEwtZpdIch6IzalsGQO2n26ezJAtQjj7TC90Sc5t7RnR40g4YiGUkgA+YkjCXdZj+kVYlqoHEZFoTkrzeQqESYa10Gv6EKb3NoFN0hScaryCcNgUIlVOa0+Pin09uhe6aaDzcBfaRgB98c+IBwE0wG/1Z52nWjhGuPG4N8qMunwPSe1i/4ocXkYA4YTPvZvHRJ/jVqsTq4xRCAQOoydoo0GTyzBPXiFgD4vsh+E9cnzitVcfYzJMINzTK66PEq/h8rmOqrXrPR4Tj2mojkk4PVY8jMDbL2HEpV9C8+zFA9pVckx07xUKhcXxT4u5Swo97vVKI7BWnYkF4eV4Wz5WFOrI1LYej+VDcUyBEGAahlhHtKZq9RhB7quaF6VKwYknnphzeJ8ziekmkhm6HHERmRAxYSn4KC4mg1MqFDtpUD4nutGvhlOK4tGD8Is+OO6XdNX3Up05qm2UJNG5k1dqchqnTTyflJQ+ZwztL83Kzyk1xtojKo2lyyeVyF5lDPbKozDPWCVEqazYNtrsLmyQj47PYa5OqUzJ5bPhvAcJmUEp/fZoLvulxpLnCXISjztrhaB9ebq+BOPNndii5paXwVlL0ZxS6R1ffXITmmrMvVMr0HolyClFkChVSzmlmu1ekavvkNVc9vfaJ48SFTkZhmGY2qXzxT+hZ/mT6Ljgs2iefQbqjde1kzDdWI+F+nK87Dmt2t1hmJKS/JWpy6AqeRS3mJqYnP4fPbp2SnoytY05WPheTJxwBKhEHKGKbrCIalTfc0L4RKJzRIRrKl31PUeIKnX1PYKSLftB4UTR/FuJopSTsLuQhN/poEpx/WiIJyTPxip1HiZYO9FhHcjargEB4U6iccTD93KsGufs00xV6NLhzE+6Cn+JyerLITSkS4bfLbehU2rDFHNLztvJZdzU/1qrCFdLlff6pMZ4qC4JgLW0r9vtaOW9g3b5RSlKdt5i96KhhvYPwzAMc4Su1x5G1ysPov3sa9Gy4P2oR4JSA1Zqx4vq0a1pUmIwTC3jalGK7F/HH388nnvuufhjZAGj/08++eSq9o0ZOgwmSlHeFhNyWgHHosToUOPCQTWq7zn5exrsgBAchKiS4kxKN8aSilKxCnyUl8mBwnOoutZBuSPj60jQSCfMDCZKbVMmZXRfJbJRmYZeqQnz9FWD3uATnfIw4TyjOS2nUyqdSJjOyVQOUSruxEpZq+SWmmRtyzkHV7JTKj215t6pNacUiahJ+7qGXGnt1mER2tuHgWJ/OUQpYrS5t+zvxTAMw5SW7hVP4/Dzf0Db4g+i7aTLUM+8qc4X1/Sn6K9WuysMU1+iFFVDoPA6J8Ruy5Yt4u/t27eL/ym/05133ol7770X7777Lj7/+c+LLO5ONT6GqbYo5UWYPEAZRRBKdu7ceFfdKUWiVBphzBEOEl1JFK5YskTnsRAiEqESy9VTeM5hObtTikLYcqXF6sZw+/CgoXsOJDBR7qnp5vqsLgm6wScppkdqiQtCuTql4qJUHqGb+TilyP1CAl+piG8/IXyPoH3aZPejwz6YnyiVxSlVjvBD5oiQmipKNSIAmcKQa4BhVmfs2DC4uFws/XKTcJWNtliUYhiGqSV63/onDj1zJ1oWXoRhp38E9Q4VLnlNOxnTzE0Ya+6qdncYpn5EqRUrVmD+/PnixxGh6O9vfetb4v+rrroKP/nJT8T/8+bNE4LV008/PSD5OcNUJKdUGqiynlNlLx0UwhcXpaqQUypRlCKRI1VsqET4HoUQ0U2f4zhyQvcIkVOqROF75JIi19p2ZWLOr3lHnSXGOVt/K2Mb6jcJUk4lORKEcnZKxUS1bI6hbDmlsjql5CbIsIULrpzhe8RueSzC8OQcwhcP3xvEKUX5vwqpsMgMngPNcSg6+5qolRA+Ct/LFtpbDrfUKIsr8DEMw9QK/e8txYHHbkPz3LMx/NxPQMrBIV8PrFNmYJ88Eov1l3N2rzOM26m6KHXmmWfGK+Ml/txzzz3xNl/84hdFFb1wOIylS5di0aJFVe0zM7QY1Ck1mCgleaueUyopfC+NU6rc4XsEuTac5MvEcPsQAvCLGPlMkFhGCeJzdXeQKEXiiZNHJxcikhfvqsditvEWlDThculCoYQolWtOqZiollf4XhrnWqpoRMJVOYSGdInOnVBUEvtoH5cyfI9gt1RpScyBVpP72rZF+B6Fy1ZSlBpp7S+p65BhGIYpD4FNb2LfQz9D47Eno+PCzw4ZQUogSXhZW4xR1n7h9GeYeqDuq++VimAwmqCZDnqUfD0SiYhSh4FAQJRqpJBCKstI7SgXlmmaQlzTNA2hUCjexvlNr6XH6XlRwtSysrYlQY7el6BtU4VAeq/UtlSWUdd1yLIs+kp/02P0nKaqaPIBumzBr1mIGDIUOaqwm7YETbYRNiT4NAtBXRZtQroMr2pDtyQoUqytJcGjHmkTb2vI8Co2DEuCJNlC8aTXedO0DRsyNIXGHd2/VKVcN7O0lW1QU9uWoFI/TQm+NG3LMSYf7fYQ0KDoaNTMAWPyhUMwZQ88ipV2TKbiQYMedbJYiopmj1HxMdmaFz49hCY5CMPS0OQxk+bJiJUo9Ug6mr2GeI1HMmDLCho9JiSvDL2pEc0+Wv9WQfPUr7ai3dgvtk9jGhk5hC6lXWwr05gUVSF1BC1aCBHJl3WeGuUIxgV2YYXvpLTzlG3trZVmi8SRM633sLXhmAFjGhbqwh5lnNhvNCZT1uBFJL6vss1TixQSdWi9Xglh08pp7flUCQgCTUpY7L/Ez1MLPRGh7ckI6VFBr03qRb+noySfpxY1CDMio8FrI2JaSWPaa0/EtODzGKH1oNNsyrr2mhCBFZHQ6LUQUSS0t7dBVZG09ky5QeybEWoP+tBas8cItx33xljRJOG6rxmqFT3ehyOxtSL3olszXT2m4UoPPEEd/VobGr0ywg1+tPglSLJVtnnq8XbAo+uYoO7HXozktVcnY+qJAI0tzeKaraenZ8C1UbbrqFq93uMx8ZjqfUy9m9eg97H/gWfScfCdeT1C4YgrxxRt64XmATTNLOlxr9Maja3mFJyqv4odnilQNbmuj+VDcUx+H9CnqmId0Rqr1WME/V8TTim3ctttt2HmzJlYuHBhtbvCuCR8j1KZp4PEibCc3SlFIVbVdEqFJL/oQ5PVm9YpRbmVLMgix1NSTqkSOqV6lNZo+F7MajzMOoROJXt4jhELY0uX8DuVMcZO0f/t6qT8+ya3YYc2GXP01QOs0OScoFxV3XI0Lxah5xG+d6QKXR5zTxdESJ/knd6XnqM5o1xmFK7YWEL3C4UMinWa5lvHnVo0LHKcHs35lw1ynQmXVJZvLwNyo/jdUEMJuGuBFrMLFiT0ytEcaM6apcThjTWwr9vMaO65LqVyTqlD6gixz0aYHMLHMAzjViJ7N6P38V9AG30UWi+8EZIydP0Vy7wniyiI2ZHV1e4KwxTN0P0kD8KNN94ofuibtdbWVqEOtrQcucAnFZIghZAgNTLx/0TotYltnN+kIhbT1nksta2zjURIudQNAz0hQPPL6A3H9MgEnSUc+63HnnPa6GnuvcNmcpt42zS6TSRD20iRbfUMbUs9ph47ul9Nw0Z/TKRJ7KfHCuOQ1C4eS9fPPis6H3TDE7Y0hMNSxcd0yIyG7jSb3dirjERfZKDYZECBZJnoDUcPC5JtImKr6I8oCIYt9PX1Qw3ZaPDIBc3TPrMdGgxYoTAMySeEnjcwX3xDkGlMvWZ03xu6hYCsZJ2n0ZHt6JTasM8aTjs71p/c+7lCno8r9IfQFtyDXmVivK3X6hNi10EMi++3gOUVidqdfZVtnqjvNPfd4WjVw1zXHgk6lmEiJCV/d0CPUWid894UluU3+8U8pVLIPNm6IYRUZ/vJY2rGPnkURod3YJX3uKxrzzQsMQbajm7a6DzchbYRSFp7QSgIwgdVD8LQ5Jo9RrjtuOfXe9ArNaM74k1qI3J4mQEEdMXVY/Lp3UJ43W+0IRDuRSAQRE/QRoMml22euiJ+HJQ60BY+gIg3/bGc117tjckwgXBPr7g+SryGy+c6qtau93hMPKZ6HRO692L3334M78iJGPPRb0L2+F09Jrr3CoXC4vinxdwlpTzuBTEca9TZmB9ZibeUWTCkhro9lg/FMQVCdC1tiHVEa6pWjxHkvsqF5LsdhmEKqr5Hycwz4eTmyeQ+qVSic4LyzKRzShEkICRV3yt1TqlY0mXKz0RV+Mi5dUjKnOQ8KeF3GsdQErYtch3lWnUvHbvkcTggdWC+/mbS404erE7piGsjr0TnyOw8Gmzs6RxiqXnBSGgoZZ4g8tNkc/TRPp5obh80zxf1PVvlPQeuwFd6UnOglWutlAvKJ0X9JzdgJdmrjOYKfIzrOHTokCj04/xMnz4dqqri8OFomK7DM888k9Ru7NixWLBgQfx5CveYPXt2/PklS5YU1J/HH38cxxxzDI4++mhcccUV4svbVK6//nrxfl1dR/JIMtWhXtaP3rkXe+7/LtTmdoy+KlmQGsos004UkQ6L9KXV7grDFAU7pRhmEBxhhgLcCkl0HpJ8Va285yQ6d8gkOIik4nZK+F4sdLEUdEutwjFEN8yGHT30REu+Z8bpa7oqdIl02AfRZPcXJUqRaLRKm4dzI//AMJFkOdo3CjmkEDlyniQKjYMKZYmiVAFzT2NPG76HgaJUSROdZ0iG70D7+CR9KcZYe7BLGZ+xHQmcuVQcrBWhpJagNbszzdzQviZBuCYq7w1ybCgH5AKcY7wFjx0WBRAYxg0MHz5cVJ52oIrUL774Itrbkz8j5513nvhxuPjii3HWWWcltSEhoa1toGCdK319ffjkJz8p3p+EBSpE9L3vfQ///d//HW/zt7/9TeQkYdxBPawfo+cQ9tz3H0KIGv3Rb0HxR93/DKUI8WG5thCn6q9gjToHh7NUtGYYN8NOKYYZhGi+JSlJsEnMNyRySg1Sfa+a+aSc96bwPCKT4EDiWzmdUlS9jYQdumEebh1Cr9Q06I1fXJQaRAAilxTly6HKe8WwXpmOfjRgnnHkAo5EtB6pJcm1QSJTPjmlchFn0omE6cQ4IRqhvE6p1Mp7iRyQRqBPahy0Cl/OopTchKYayHNUK9AxiUJLa9YpFau8Vw1RiirwEaMszivFuJff/e534sY+G7t378Zzzz2Hj3/84zltk1wyixcvxvHHH48TTzwRL7zwQtp2Tz31FObPny8EBeILX/gC/vjHP8af37dvH37wgx/gZz/7WV5jYipHra0fs78be+7/D/H3mI99G2pT4aJYvUJiFF2nnhp5pdpdYZiCYVGKYXKAxJl04XsUukdkC99znsvmPik7khQP4atW+B5BN8ok8tBN52Che6JPsfCvwRKdk0CyXZkohK9ioNev0ebgGOM9+OxoxU0S0VJL05NoQ+JNalL0rOF7eUKvSZyPQcP3cuhLKZxStJa2yZMGF6VyDN8rtdNrqENrgXKgOeGy6fY1CVduxS+yjIWTwmUrBR2fQvByCB/jWl599VV0dnYKF0s27rnnHlx44YUYOXJk0uNnn3025s6di5tuuileEWnz5s34j//4Dzz55JNYuXIl7r//flx99dWiylIq27dvx6RJR4qJTJ48GXv27IFhRM9Vn/70p/HjH/8Yzc1HnMWMe6i19WMG+0TInhUKYMzV34ba0lGS/VBv0LXrq9opmGxtwwRz8EI0DONGWJRimCJEKcct44ToudUplRjCl8kFQ6F6cTeYbYsb21KG7xEk7ginlH0Ih3KwGOfilCLxiG4iiwrdS+Bt9Tjx+zjj7Yz5eUi0UWBlzDM2oJpdqcP3EuaQcjLRXPkQQiWcUgTt63a7UySrL0X4XiMCg+aoYnLDyYGWzinVLzeKXG5UrcetkGBNVMMpRYIrhfCN4gp8jItdLtdee63ICZQJKut91113DXDDbNu2TYgGJEwcOHAA//Zv/yYef/rpp7Fx40acfvrpIlfQBz/4QVHGmwSEfPjtb3+LiRMn4n3ve1+Bo2PKTa2tn30P/RRG70HhkNLax+Q93qHEJuUo7JbHYHHkZVd/8cQwmWBRimGKEKV8dlQIcHv4HhFE7k4pJ39WIWFng+WVotCiFrs3p5tO+vaH8jllyyk1ydwGSiG+TTny7VsxhCQ/3lOOwWzjLai2jha7Z6AoFRNthFtqEEhYKnn4XopTiihVWNagTikAO5QJYl6yuaXycUoR7JYqDelyoJVrrZRLlKL+07GiGlAIn3BKlch5yDClgvLxPPDAA7jhhhuytqN8PaFQKCk/EEE3/ARVcqKwKSdRNYkQ5557rsg75Pzs2rVLJKL+8pe/HE9s/dZbb4ltkDjhsHXrVowZM0aIHBSy9cgjjwj3C/0Qc+bMwZtvJhcPYapDLa6fc775G+w77gp4RkTfm8mCJOFlbTE67EM41ny32r1hmLzhROc5EgxGQ3moGoSiKIhEIqLUYSAQEAdosrFSWUZqR6UQTdMUB2pK1kcHd6eN85teS4/T89SOyiVma0s2WHpfgrZNpR7pvVLbUllGXdfFtxTUV/qbHqPnNFVFkw/QZQt+zULEkKHI0Qtv05agyTbChgSfZiGoy6JNSJfhVW3olgRFirW1JHjUI23ibQ0ZXsWGYUmQJFsonvQ6b5q2YUOGptC4o/tXlqnMZpa2si1kEtuWoFI/TQm+NG3LNSYrKMMn62jUzKQxtckBUWNU8yjw2FbaMamaCjKx2IoKNbbvqzGmUMQPekNLVtHkMQfME3VYsw00ew0Ykag4JckSGj0mJK8MvakRzT5a/1bB89RjtULRozuo3zMMDYo56JiMgIoGJYIGzUw7T0fbW7BfHgnZ64PPskqy9t7GHBwXeAcnmiuEsyToaYFPseJjUmWFlCkM04LQLV/2eZLIeaSK/ZrP2jMjKrzQxf5LGpMUgSlFt0dtbc0v1uBwpQf9SnvRnyfKkWbImth+5rUnY3dkHKbZW/CuPDvtmHxyBH1ojK4nRUJ7exvoy9nUtRdG1MHXKvUA3oaaPUa45bg33OhEr9wKVQF8mpE0Jlv1i2NRu9KLXm2EK8c0XD+MHrkVmipBkU3IXhnhBj9a/BIk2Sr7PPX4OuDvC2G02hkXxnjt1e6YeiJAY0uzuGajKl+p10bZrqPcdr1HgsKsWbMwdepUEYKV6Xrv17/+tcgFRON1tkuvp3b0P7X9/e9/LwQj2g4ls6bwqxUrVmDatGliTEuXLhX5gX70ox8l9ZMqspEgsXr1ahGG9Ytf/CJeQY2cLoltKZH2Sy+9hNGjR6O7u7uoa9hamie3junee+/FcccdJ+aN5j3TmO644w4RfkciljMm6geF2I0YMQK9vb247777xLaozWmnnSbWz/Lly8X6oe3RvJNz6jvf+U7SmCgckNbPmjVrMGHCBPzyl7/E5ZdfLt73tttuE2MyImF0P/FLTLzm23jxyUcw6fjTk/pbS/MUbeuF5gG0DNewpTzuHdJHYpN9NE7SX8eehqnoN711cyyvx/PTYGPy+4A+VRXriNZYrR73nFDfwWBRKgN0cKQf2uEMQ46d1ETnU4xNODX8svj77L4nsdyzCDuVqQNeO0rfLX5P1jfhQ+afsMZ/AjbI01BJJkY2Y5IRdbWcGXoeb0gnYZOa3AcSOpRY7ibHFVbqnFItVrT0Lx32Tw88hzd8C7E5pR+pGJImHEvpxjQ3sFxU6iIX2KTIpgFjKhSqvEfhhQsiK8T/pwRfwgrvIuz0RufXcRJpOSQ7J/dZfyyfVz5QyJ9qDRy3luJkImcXJeJvtPpp4oqGtq8PEr5HULJzyr31qb7b0SO3YYV3IXZ4jqx/+rzk4pTql2PuHasfmYMBi4PWypzgCuEi6pbb8KbvBGzTjkK9MUnfhBmRd4U774OB6LFmnTQtqUoPFTxozCGxPH2e5oZWoNXqis6vZyF2q1PK2n+ap2P0d8Xx58r+P4l5WhdzeFYKnxX9AuqK3j+iSx6GN70nYLu3/tYKU3tQnp9rrrkm6bHvf//7Qij61Kc+Jf4n8efxxx8XYVaJrF+/XlQ6oxsZuq6dPXs2fv7zn4vnSEj4zW9+I54nkYHEB3qeQr1SoVw/JER9+MMfFjccJJLdfvvtcAvB9cvQ/cqD6OzaB7ltFKRTPwhMmF3tbrkCEiKvu+66pMcoqTiJVB/72Mfi6+fRRx/F66+/ntRu3bp1+PznPx+/CV6wYAF++MMfiueOOuoo3HnnnWL90M0nrR8SrEiUyrR+PvShD4n1Q+1ImHKwLQu9f/8N9O3R9AnamMpeK9cDb/gW4QORP+K40JtYqp1U7e4wTM5INsliTEbo25/W1lZxoG5paUGtQlba//zhT6CMPR2av/IJZGudjwbvFyXWl3iiJ9mjjI24MPKUEFcodMz5/aTngiRhJNd25STXPrw//IwIoXrIdwWarF58InQPHvFeiu3KJAQ7t6Fz4wtom3ERGlpGlLUfqVwT/AO2KFPwimdx0dvKt68OqdunG/VrQ3/A37wfwC5lfNZtXRX8E/Ypo/BPT3Jp5cE4OfIqjjY34Pf+hItI28YXgr/CEu00vKXNiT98ffBuvKsci6We4i5AKA/BF4O34R+es/GuOrPg/eN8ZnYrY/Gi58xB189nA7djmXYi3tQWFNX/bH2t5mewEuQ6zo8Hfy9yT7zqObXobVWi/w/pJ2DZ+nVFHXuK7UO9rZWhhB7shLn7Jfz7rTdj3Lhx1e4OU0b633sd+/763ymfXhujrvw3NB7DN+duh25HDz7xa/SueQGjrvhqXcxZte696PpxrrEaf/B9PP7FH1N76HVy/spVS2GnFMPkgEgCnpBTaqG+LH7Jg9hvsl0u1Jcn3bzk2q6c5NoHynvkjLEcTqlC90VqVcBitlWqvjpOJSfRfTlySgmnVErVQZoXSrCemvMpXoGvSJzE6oMlOs9l/1Nfc82jVs4KfG74DFaCXMdJifEHWyvV2GeZ3vMUZT2WleUdh+5aGWpYpilKzTP1Tfi5/4v95XzXHv0073/+PniaJxS8XXL+ZEsMzpRGkDKXPwRz7T+hnnYNuponoGvXLtQ6dNyxbCqKU1lWaCdgprEWJ+uv4R/ecyv87gxTGHyUZZhcE50nhO8Ns7viNy4OFFs8zO5MeizXduUk1z6Q8KZa5QvfK3RfkDiTmvC73Pt1sO3nk+icBLVCktyTkJVafc95v1TRqFSilCOyDZboPJf9T33Pdf2Uqv/pcMNnsBLkOs5c9nU19lmm9xwuUV8by/a+Q3GtDCVMPYienm7cfuc98TwYTH0xSgtjbkMf5vj7KddzCjb0w7vx4x/+pGBBs6+vB00trZAlrg1VLk5t6sIpzT14tnsYVj3wEgD6qX1MQ0dvXz+Gja5sKhhd8mCptghn6f/EamsuDsgjK/r+DFMILEoxTAHV9zqlNlHhIvH6h75R75SS7bm5tisnufYh0ZHkjDWXnECl7kcqJOikijPl3q+DbZ/WA1UIy8kpZetCWMsXIcbRuCnCOnalnUk0IqFhuHUIxZJJ9Eoll/1PIm6u46b+l+vG3w2fwUqQ6zhpX4+y9rlun2V6z0M2hR5UJsvAUFkrQwnb1GHZEqz2efA08jzWC3RePQZbMAcbMQqH0YsGBOBDA0JJn186chyWhonwqUIwu3fD6F4Os20uNF4/ZeF4ey1OwXYswXy81TYLSnKx45qG1o/VsxymVflMOe+oszDHWIPFkZfxkPcD8etIhnErLEoxTA5YkJNEqeXaiUm5R+jGhb5Do7w4iTjtnOcztSsnufYhUXhzXGGldEoVui9IGEt1SuW6/8vWV0kSwk0uTqmCw/egibHRnJix18dFoxRRKpeQrFI6pXLZ//mMm4SSCdaOInufW19Rhc9gJXDG6ZDpMxF3SiWInYVuq5Ss1ubhnMhzA9bUq+YMAO+hEqR+7u06XStDEcXTzPk064AR1n4cZ7yN6cZ68SXaVmUyHlNPwTZ5Eqaamwd8fulYsludCM1T2NwboWhxFl4/5WGW/jbO0N/AcvUErPKcXICn3N0466ca2JKMVzyn4tLwY5hibsEWdWAhJoZxE+xFZZhcc0olhO9RfhFKfkuVrKjy2SGpA094LsRmNblKk9OOnqe2mdqVk1z7QOKPk8OoHOF7he4LEmdSc0o527IhZd3/5ewrCTeDOaUocTitkEKcUo6gk+gSi4tGacL3PLSncnBuZcMRvQYLN3T2Tx8axYX/gP1j21CRW/W9xJxStL9KDSX1DsKHEKKV5yJQ0YUWbE5TKbOWoTlZrUaT32f7fNG+prmhPZJtW0u0I4nQu6S2sh+36NhjQsJhqT2p/xusMagUiZ97Oq7Q8a/Sx2uGYZKh89os4218OPRnfCT0Z0w2t+JNdT7u9V2HJ7wXY6syRdyAp563D0od2C6PF26Rqcamag+DSWG6sQ5n6S9glToXr3OVuLJAYu12eQJO1V+BnFJBnGHcBjulGCYH6ObEi3DSY3QBdJq+ZNCqZ9Su2klyc+kDjdERf5zfpRSlcu1H2jA2K9kpRZCoIMPGc573Ya06C6VmsL6ScDOYU8oRlArJKeUIWeQSC0n+QcP3CHLAdErtKLdTinD2DX0z/bDv8ngfE9dPrk6pfrlRzGWDHUB/bCylYoy1B36E8FfvFditjMNYcxeuDP8NR5mbqv65LDW9UjPC8OA3DZ/N2IZcdc5aSZyzVA7Lw+N/U1npcgsz08312CFPxGO+S1Oe2YZK4nzuZxjv4f2RZ0UFSYZhqu+KohvsxzwXY5sySYhQuZy36YuO8yLP4PzI03hMugQ7lIkVHAGTiSnGZpwbeVZcP1M1YQ4tKxOShJc9i/HR0B/FZ2mNNrfaPWKYjLBTimEKyCklsKM30QGpAfVAUvU9J3xPqn5i2HQJvwk/guJ3ANXZ/7k4pZyww0JyczlCVpJTKkuic6LYEL5cnVIOztr329G5KFSUKlX/03G0uQF9UiN2y1FxgYSpbfJELNKXlsWZVU1oHoJZhKZ89rUzpyF4S5KvLBtNVi/GWnuwXp0Ot7BTHi9+jzd3VrsrDDNkyOaKetx3CbaqUVdUrlDbv3vej+3yRFwUfgJjzN1l7T8zOBPM7bgg8pRwMT/veR8LUmXmkNyBtcpMnKgvg8dO/nKdYdwEi1IMU6AoRTfwFJo12E1grUDCiQhGFCFnpQ/fK5R04XuJN83V2v8kDKUTyxJx+l1Q9b2YkJWYT4tEMEqwnjovie6XYqDtR6DlfNHv7PsBolQsDDSf8L1yiFK0lo82NmCDcnTShS9VpRluHxbunHoiF5GcnqfQtCarb9Bt0VrYL4/EcLu8ohQJhxRu46aQyn65SSQ+H2+xKMUw5abDOoAzIy/ghuBdOCvygviy6XHPRbjHdz2WeRahT24ueNuWpOAp7wXYK4/GJeHHhAOLqQ4kCpI4uEOeIMTCfARGpnBe95wkrusX6sur3RWGyQiH7+VIMBi96ZIkSZQVjkQi8Pv9CAQCaGxsRH9/PxoaGkQ7j8cD0zRh2zY0TUMoFIq3cX7Ta+lxep7aWZaVtW04HI6XM6Zte71e8V6pbX0+H3RdhyzLoq/0Nz1Gz2mqiiYfoMsW/JqFiCFDkaMVIUxbgibbCBsSfJqFoC6LNiFdhle1oVsSFCnW1pLgUY+0ibc1ZHgVG4YlQZJsoXjS67xp2oYNGZpC447uX1kGdDNLW9kWySttW4JK/TQl+NK0LdeYoMvQTAONmhkfkyfcL14bVnxo9ho1N6bUedLopj0CtHnD8ARjuaUU2oYJyStDb2pEs4/Wv1XRMdmmCo+po0Ezk8Y0XI7eVMteDzTbqvja0yMeNCIANcvnyR+OfitlyYpYI/nMkx2Jft4blAj8GklRgN8Ii7A+VbHFY4n9JIGoTeqFXzULHpNPbN+TdUyJ86RoHrLSoF3pwyHVio+pwYgKaXZs3IYiob29DaoKNHnMgWtPUWEEFQxXerAt9t6lmKcp9nY0IIid/qOg2kfG1KuNwDZzsnBL7fZPRchU6+K41xQJICz5xD7OdowIhBrRJvfCq1gZx9RqBsSa6laHYaKxDZ5sn/six3RMeD22K5Pg88mw9eS1J3tlhBv8aPFLkGSrovO0Rx+HieYONHrMmjqW18M5t1Rjco49mgZx/q6HMdXLPDUqYYwPbhJhRR3mAfHlylueudjoPRa9crMYU6MYk1WCMcl4QTsf5/c/hsvDj+Dp5suwx+oYdEyWFl0/dPlN57KhOE+lGtNw8wAuDDyGg8pIPOs7H40eG8HY8b5WxzTYPGkNijh/NXohrtmqNyYf1ljzMT+8Au96Z0H3NA+ptVerY/L7gD5VFffwpDsk3ufXkh5B/+cCS9QZuO222zBz5kwsXLiw2l1hXAB905bqlKq2U6fUOO4bxTaEF8eOVR2sNtEE7AMdST47IH6H5Go5pbTBw/ecMLaCEp07OaWMJHceiUaZnB2Ng7hfcgmdyCcpO4UwklzmG+CUioUt5uq0kyRxQ9Jg5XbiypUpkQ3ollpwSBkx4LmVvhPRavdgWmQd6gWah2x5ohJzeDUOsq/FtuQGdCrtaLG6xXGhHLRaXeKGdIN2NNzGbnU8Wq1uNFq91e4Kw9QN7cZBLA79Ex/uuhdnhF8Q11BP+S7Eg63XYIV3EfqLcEVlg86dzzReJM417+99TBzXmMrQZh4WgmCX3IZ/NF0Is4CUBkxxvOWZJ64PTgq/Vu2uMExa+KiQgRtvvFH89PT0oLW1VaiDLS0t8edJhSRIISRIjUz8PxF6bWIb5zepiMW0dR5LbetsIxFSLnXDQE8I0PwyesMxsSFBZ3EijfXYc04bPc19d9hMbhNvm6a4QyRD20iRbfUMbcsxprClilCgfl2J93OEGa1e1Wc3IhRWa25MqfSa0bUbCgOSZQmRKmKRCg8Ewxb6+vqhhmw0eOSKjiloeaJhkhFJWL2dMUl6BDpUdEb8VVl7YXihWDoMK/PnaZgVfSBkedAbWyO5zpNmR+fDNunb2ZhgaOkI256k93R+96AJfrMfQUMpeEyUUJ5yCGUbk2jrbC8SdWgpegjhBBt+ixn9aoj6SuPWTRudh7vQNgLoiznAUve9qCBoBGAocknmiSrNTIxswVvqbPRGokJb4pgCGIX1ytGYG1qB1b6Z6LXUmj/u+awgeqXG+D7OdIzoQTN8Zr8YT6YxaUYQ/ZIfe60Roqx6k9GFA9bIko/pGH2TEHg3S1NgxD4jiWOiY08gEERP0EaDJlf0/LQFE8Tf7aE92K+21cyxvB7OuaUaU+Kxxzl/1/qYBmvrxjHZRkSE6ZIrapS1X+T5W6XOw1p1Jnrl2LV17L3LOaYAGvGQ93JcGforLg4+ir9aV8KQmzKOKawfWT/OObye56kcYyLx77zwY6Ja78PeyxDWfTU/plznKRgwxfnLEwZsr1LlMSl4VTsZ50b+gTcCB9CrjKn7tVfrYwqEANMwxD083eOnu8+vBT2C3Fe5EJsxhmHyzSlFTinKzUKl5uvKKSX+MnNOUl1u0iX8JqqdZD6fROf5uI8cnP2fmE9L5HzK4JQiUacUic5Tk6gPBuX+cJLOF5rovFT9T2SitR0+hLMmz16mnYhGu1/cKNU8tp1TovNc9zXNKX2+DsvRao7lSnZOlbUol1QhbsJyQ98qH5A6ONk5w5QgV9T7Is8jCH88VxRVLY4LUhUkKDXgYe/lkGDjA+GH4I+5rpnSQ+7ty8MPi+s4qtJL4eVM9XhPOQb7pRFYrL8srhkYxk2wKMUwOUBV6JyKdA4NCIgLrHqpHJIogpAo5YYk55kSfhO53oCXCxJvnGp1mXCEtEISnZMrjGYicdy0vUyiEQkNJLAUQzbRKxM0Bxmr70nVE6UowfkhqR2H5eEZ23TK7VinzMAJ+oq0IaK1BK0NFWZOnwkKXxlsXwvRFw0i5IVCINutwyg17dYhkXB+g+q+0D2Hncr4aLJzvoBnmJygY+lM4x18KPQAPhr6E6aYW4QriiroPea7FFvUqVVPcE2J00mYonPeZaFH4LWjznemdFAIOAlSJP7RviYxkKkykoSXPYsxxtornIsM4yZYlGKYIpxS9ZJPKlFAoMpp9ENCnBtwBJ3UCnzk5BCiYJUg8YZyRlFYZyZoP9KtbKECH4090SGWTTQiocGPUFG5f7KJXpmgzwAJGGmr7xXilCrBzT/dFE01N2d1SSW6pXwIYbbxFmoZZw5ycQ+KUElaXZmcfimuq0Py8LI4pcglReGiVK7dzaJUs92HVpvzzzDMYK6oMyL/xCeDvxOuKHKRP+G5sKquqGx0y23CvUPnHarKl/F4yOSNxw7j8tDD8NphIUgVUz2RKS27lPHYrEzBKfqrZcsVyTCFwKIUwxQoSlU7fKzc4XtucUq5NnwvJt5kc0tRn0X/C3TTRZO8Jyc6zxa+RxTjNirEKUVzkNEplacoRbnDSCAqlknmNiG6bFAGd+D0yK0ir8nx+sqavinJp/DCYGsl1XV1WGrHcLvEopRtY7q5HpuUo0QhCbeySx4nwrSFW4phmAFfABxrrI27oujLgERX1Gb1qKq7orJBTtpHvZcK0f2i8BN8k14C6Dx6afhRcX55xHeZEP8Yd/GKdqpw1s81Vle7KwwTx71nCoZxW/geFetMcHHUnVPKpeF7Tj4m14XvxcSbbHml4qJUgaR1SmUJ3ytalKLqfnn2N234nm2IG/l8xAZyehGlCOEjsWOfPDLni+Hl6kKxn+cZqzBUnFLZ9nXqtsgpRW4h+va7VIy09ovqh24O3SMofHGfPIrzSjFMAsOtg8IVRbmizo48Jwp/kCuKxCg3uqKysV8Zhce8l2C0tRfnR54WRTKYwiBRj8Q9EvlI7Dskd1S7S0wauuRheFs9TqQuSK2ezDDVgkUphskBR6CRSZhyiVOnnOF7lD/LLeF76RJ+14xTytbzyquUTpDLNXyvmk4pSiieeCFPc5VvovxS9N/5lnayuTUnl5RDv9wkqvTN19+s2dwiFM6aa+GFwQTAVNcViVJEKfNKkXDYjwbslMfD7VAfhSjFeaWYIUyiK+rq0B9xlLEJa9Q5Qoh61HeZcEW52fWYjd3KODzpvVC4bM+NPJs1LJ9JD10DkKg3xtojRD4S+xj3QqkLiEX60mp3hWEELEoxTJ6hbW5x6gyZ8L00Tim6OKZ8Tm53SpE4U4xTioSdAeF7GZxSVL2M8vMULOrYdkHV95w5SHRLFSJKkbhFokqTVZwoReEjFHqWjyhFrNSOF6LzAv0N1CLieJRj4QW6cSRBKFenVKc0TMxNyUL4bFskWd2oTnN1aE9iXqkGBNFulz7ZO8PUqivqHv/1eN1zck25orKxXZmEZzznYZq5EWdFXmAROg9IxDsn8g8h6j3hvUiIfIy7oeqyy7WFovrwsDIUMmGYfHFHzXeGqSHBRo+dgCmpdD2JUq4N30uTU8q5aa529b1cnFKOqFZs+B6tORLisjmZiqnAR/Muwy7IKeU4dfoRdTuRkJbvuEmcyKUqXC7Js3fLY/JOrEqVgVarc0WOhVXavJqrFESfiXw+D31y5mqHjuuKbj4dEatLaitZsvOx1m402f15C4fVYo88BiZkTDB3ZK3myDD1An3xQ8LxLOMdUamLRGxyRVH+PcrDV69sUqfhOZyNcyP/QET34FlMqHaX3I9t48zIP8V6edpzvhD3mNqAPtNU5OXUyCt43HdJtbvDDHFYlGKYHHBC2SisDVL0po2gkun1AokCdONFYySBwi2iFPWDvq9MdAw5rpyqhu/FxJvUXFeJkKCUr2MoERJ2qHpNoviVzclUjKgT336eopRTATGxAl+h6ydega9AKDfCBGsHlminFfT6N7QF4gKNkp6/7ClsG9UiX+emWCsZXGm0LQoDTHQxlbICH9289EpNQuypBUxJFX2lZOerMa/a3WGYsrqiSIg6xnhPnBOoMuaTnguwRZlSs6F5+fKeeqw4r5+pv4iAEsDj1e6Qm7FtLNZfxnHmO3jWc44Q9Zjagc5tr2qn4ILI0xhv7sBOhUVYpnqwKJUjwWD0JliSJCiKgkgkAr/fj0AggMbGRvT396OhoUG083g8ME0Ttm1D0zSEQqF4G+c3vZYep+epnWVZWduGw2HxvgRt2+v1ivdKbevz+aDrOmRZFn2lv+kxek5TVTT5AF224NcsRAwZihy1J5u2BE22ETYk+DQLQV0WbUK6DK9qQ7ckKFKsrSXBox5pE29ryPAqNgxLgiTZIjaUXudN0zZsyNAUGnd0/8oyoJtZ2sq2yOZk2xJU6qcpwZembbnGpESiITHNagS6ZKED0Zs5yeuBSq6pGhxTunkyAwoa1QjUiAlLUeBRLDEmyStDb2pEs4/Wv1XxMelBDY1KGF7FEmNqCkbdQBHZi2avUZ21F4l+Hv1SWPQh3Zg8YR22okKNfebynSfICjyWDr9motmK5jpSPQpUWGnHFNQbMdw8iEaPmfeYhklBUpigake2n8s86ZGom6ZF6keDFg1v9eo6LFmJj9tQJLS3t0FVgSaPmXGewkqDEEpofxYyT0dHNkKCjT3+KdBsq4C158Fa31zMDr2B9Q1z0I3mmjnuNSGAoNIgtpXLMSJkNGKUsUfs69TtNen9CMt+8V7OmLqMdkzQ10CVTPg9dsFj8kgmjg5uxHptBpq81qDHCNkrI9zgR4tfgiRbVTs/7THGYW5kFTTJgM8D1x/La/2cW6oxOcceTQMaNbMuxlTqedIjJo61N2Ba6F2R7Dsg+fGu9zis88xEN1rFmGRdQqNm1MyYip2njdosNIbDODX0OiITWvGmgqRjZS2OqRzzNDe0HPONVXjdfxo2qTPQrBo1P6ZSzpPWoIjzV6MX4jrOjWPaKk3FfnMUTtNfxqPeD0a/oB5i8+TWMfl9QJ+qint40h0S7/NrSY+g/3PB/ckcqsRtt92GmTNnYuHChdXuCuPCnFJOtQqKya63b02oegqN03KJU4qgZOHpnFJV3f+ShAiF1w2SU6oYpxTliXKcWE7uqmxhcZSwu9DwPWccVG0s3zVD7q2knFK2IR7PF+p/k1VY/4mpkQ0il0VILtxBt9Y3R4RNzg2tRL07pRqzOKWCcvK2OuV2+OzQgEqL+TLG2Cm2sVmrjdA9h13qeOEc6bAOVLsrDFMShpmHsCiwBNf234PFgRfEueX5hvNwX9N1WOk7CX11kiuqUN7yLsAy+2ic1dKN2dhY7e64jlnhVTg+vBzLvCfhXe/saneHKRRJwvKGU9BhHcQ0fX21e8MMYdgplYEbb7xR/PT09KC1tVWogy0tR07QpEISpBASpEYm/p8IvTaxjfObVMRi2jqPpbZ1tpEIKZe6YaAnBGh+Gb3hmB6ZUPnWKfatx55z2uhp7rnDZnKbeNs0lXQjGdpGimyrZ2hbjjH5ragQEDbInSMDRnTLB/RmGJJck2NK108hRxm2qKISsjTxGPUzGLbQ19cPNWSjwSNXfEwir5RpiPHQj9cKIQgfdFuFHntxNdYehbqplo7esJp2TJSXo8tqhWHJBc1TwPIIkTCoKzDM6MY79QYYspy2n112M/yUWyhMeYDym6cj2/cnbT+XeaJv1jUzhIAeFTIl20TY1uLj1k0bnYe70DYC6Is5zNLt+06rGUfbfegNKVHRL495Uo1+jDV34XnP++LvUcjaOxxpEEnPT468hqXy8Un5U9x83PNaQfTaDeIbt1yOEZ12i6iaGAiRsJi8nujz1Sc1RN16MfYhWtq71ezEzvCEgsc0MbwJXVIrdlqj6AM06DzRsScQCKInaKNBk6t2fgrao4UIPcbYjTfCY1x/LM9lTPm2rcUxJR57+mPHp1of02Bts42JzkmUyJtC9MZae0SuKKo8+o4668ixzkwZv8vHFO9nGebpn5FjYPRtxTntK/D3/nasV2fU/Jjy7We6trOMt7Eo8ipWqMdjqbKQ8grU/JgytS1mTMGAKc5fnjBgexXXjmkzxmO9cjQWhJbiHUwXX4gOpXly65gCdH1mGOIenu7x093n14IeQe6rXIjNGMMwOTmlYmXv6Zt+nXwwRSSxdiOi2htJU7YZz6PlBkiUon65rfIhOYSyJTovJOH3AIdYbNy55JSinExSSn6nXHGcWPnmlHJyeyW+J7m7qO/5Qv33QM+6TzMxzdgICzI2KUehWOgmjXIqLdSXoxaIFl4I5pVjjfY1kS6HF81l6ra6pVYhWheTV4rE7qPMTVivTM+pSqCboHw6u+WxGG/urHZXGCZv2q1DOD3yIj4RvFsk8aZzPeWKogp6r3lOqevk5cUh4fG9XrxtT8G5kWcxxdiMoc7RxnpRnXC1OgevaSdXuztMiaC5pGvrBUZtViBmah92SjFMDtDNbmL4XrqbtnoR39xWfY8gYScxobhb9j8JOI6YkynRuVM9sODqeynhe4NV33OEhj7kV30uF9ErEyQQJoZ10fopZDuJ/T8sDfyWJxvTzfXYpkxCWBr4LU6+kNi8QjsBp+lLsNI6Hl3yMLgZH0JCjHSSzue7r7vRlvRcOtGX8kwcltqLEqWoXLgXEaxXp6MW2amMxyJ9qRDXhkrSZ6Z2IZetU0GPXFEB+PG2elyyK4oZFBsSnrIWwqcpuCDyFB6TLsEOZSKGIiTKvT/yd7ynHIOXtNNr7ssFJjN0TFilzsMC/Q28o8wS6RQYppKwU4phCsgp5RanTqkhdwu5pNwmStG3uiTwONSKU6pQx1CSKEXjtu34+2QTubK5XwaDRC+SIwu52RaiVKwiZTFinNP/fPNiNVs9omz5BqV0eYro5o3yLpEI4XYcl1o+Qi2NLd1acVxX6T5fVIGv3T5ccD/pBvmgNFzkp6pVUUqDIZJBM4ybXVGnRV7CDcG7klxRd/s/wa6oAqGUxn/3vB875Am4KPwExpi7MdSg6mznR57GZmUqnvOczYJUHUJfxtHxohaue5j6g0UphskBJ5QtHr5HN215uBJqLnzPhU6pxETndBPuClFqEKcU7ctinFIkaMnictgS70M5bbJdCJJIRm0KEqUQKcjdRASQHL4XTXSe//rJJJTkInZQOC2VLS8VJM4t1xZiurlBlEl3M45LLZ/PBLnBQvAO2NeO64rmNJ0oJZxSdrRCTT5QLpup5mZsUGsrwXkiB6UOsc/GWxzCx7jPFXWM8S6uDD2Ij4Xux3RjvXBE3eu7Fo/4LscmdRq7+4qE9t+T3guxTx6FS8KPYYS1H0OF0eYeXBx+HLvkcXjGc55wzjL1R0TyYqm2CDPNtVzUg6k4fFRhmAKcUm4JHytb+J4Lc0qlOqXcsP+zOqWoBCuKyynlCFo0diFKDZbvSZKEsFOoU6rQvsbD92JiRaFiHF30U+LdvEUpYwO2KpPzrhw4GO8qx4qk3Cfpr6PeRCnHmZa6r7Nt67DcLnJ+Ndu9efdxirlFfB5EPqkahW7EdinjOK8U4xqGWYcHuKKe8pwvXFGvek5lV1SJoaqyj3svRqc8DJeFHhH7v94hceLS8KPYL48UohyLm/UNidldUhsWR14u6AsohikUFqUYJgeGWvgeiQquDd+zbdc41bI5pZz+FpVTKiYSURhgrk6mdEJDLlB/C3VK0WdBhRkfczHrp09uQpOVe//brE6MtA+UNHTPgS6+l2knYqq5BSPNfXArJJKTUyzftUZrJTVUMlso4CFpuPg93M4/rxS52fbJI2v+JnmnPF6E75Hzi2Gq5YqaYbwnXFHXhO6Lu6J+7/u4cEVtVI9m4aCM0Jcfj3ovFV8AXR5+GC1WN+oVEt1IfOuS2/CY95K6K+7DDISOHS9rizHB2onJ1tZqd4cZQrAoxTA5MGREqYTwPfrbjeF7FF5EIW1u2P/ZnFJO1bxi9qPz2pydUhmEhlzIdfvpcAQMR9Aopupgvk4vSnBOIYvklCoH5Ow5LA1ztVsqfjzKM8dHvk4pah+GB+15ugM8dhiTza017ZJy2KFMoMxrGGPtqXZXmCHsinp/5FlxXZLoiuqWkwsWMOWDCmo84rtMfBFAwlRjHl+k1AokttHY6PxOIlypnciMe6HrqR3yeJwaeUUU9mCYSsCiFMPkGLZhQYq6iIRrRXdF+Fj5qu9Zrg3fc26a3bD/ScRJrAqYiPN4UeF7sdfSnJTbKVVMTilHwHDmhvpbqBiXV/9tW4TuUeJVCqso12f/de0kTLK2Y6y5C26k0Bxr/XLjAFcazSEdAdK6riTpSF6pPKBcUnQELYebrdJ0SsNEiOkEc0e1u8IMcVfUw74PsCuqigSkRjzsvVwc20i88SVUoK11SGSjMdF5nMS3kAu+BGQqiCThZc9iDLM7RfVOhqkELEoxTB6CDTmICs3fUivhe044mqvC9yQ1LvK4af/HnVJp4u5LEr7n5JSy83dKURW1qjilbFuE8hVadTAfp1eHfRDtdifWq+V14GxSjsJ+aUTULeXCHAsUzpouMXku+7oBgaRvQuP58jK4riivVL6iFN1I75bH1keJaUkSVfg42TlTblfU4sgSdkW5nD65GQ95PwCvHRZhbuQKrXVIXCNBisQ2Et1IfGOGHgflESKvJlXiq4d1zbgfFqUYJk9RyglRcoMoUo4x0sWV87dbIHHGCYfLlvOm0pCIQ6GETt8SccINCxVnBiQ6z8MpRU43EioqJUqF4RVOQnrPYsMWqf9+hHLK2UMuqSB8okx3WZEkLPUswjhrNyZY7nPIFBpOTPuapKdEEXCwbVFeKfr2NFfRk25waJ/VQ+ieA4lSI6wDfKHOlNwVNd1YhytCfxWuqGOM99gVVQOQQEhuoha7R1Tlq+V8c56YuOazQ0KQ6pVbqt0lpoqQS5yu6U7QV1S7K8wQgEUphsnXKRW72XeDKFJqSEjwwoWilEThe0Y0ybkdhAm54FCzUveLSJdXqhROKUfQIoGL3FI5OaVibpR8koUXG75HIW4h+MTclEKUIgZ1S1HonrkBm9SjKnKjtlWejD3yaFe6pQoN30u3r8k5la2IAIXvkROuze7K6T2mGRvFb5qneoGSnZMYPc6l4ZxMbbqiPhG8G+dF/g4LMp72nIe7/DewK6pGOCR3iLxLHdZBXBR+QgiMtQaJaSSqkbj2sO9ydMnDqt0lpsqQu/lNdT7mGqvRbPVUuztMncOiFMPkCOVYopxS8fAxF1R/KzUkgtANp/O3W0h0DMVvwPNM6lwOHBEnXQW+kuSUKtApReSbV6oYp5Qj0tLcFOsQy7X/o6x9aLV7KufAkSTxreFoax+mmFvgJuiYVIhInm5fD7YtEqWIXJOdk3BITrZgHYn4VEGwW2rhED6mpK6od9Vj8QffNcIVtUGdzq6oGmOfMlpUqBtr7cb5kadrKkE09ZXENBLVSFwjkY1hiDe0BcINf4r+arW7wtQ57rnrdDnBYFSIkCQJiqIgEonA7/cjEAigsbER/f39aGhoEO08Hg9M04Rt29A0DaFQKN7G+U2vpcfpeWpnWVbWtuFwWLwvQdv2er3ivVLb+nw+6LoOWZZFX+lveoye01QVTT5Aly34NQsRQ4YiR7/xN20JmmwjbEjwaRaCuizahHQZXtWGbklQpFhbS4JHPdIm3taQ4VVsGJYESbKF4kmv86ZpGzZkaAqNO7p/ZRnQzSxtZRvU1LYlqNRPU4IvTdtyjokuEH2yAQv9CEk+0HT4NaOmx5Q6T7ZxRKf2aoBHssSYJK8MvakRzT5a/1blx0S9jACNcgQtcj+Clh/NXqPqa0+lRRAG2rQggmhNGlMTdTgC+LwSdMMqcJ4AKyijQY7Aa0dgKWrSuNOOydaEk6xV6s3cNs2YSPSics+Jr8lnnsJhH5qlAJrVqNPOo0lQKYxQs2AoEtrb26CqQJPHzDpP4UhU7G2TetHlMTPO0yxzHfqlBvT6R8JjWhX5PHV7RmOXMQ6nmK9jhzYJfo9d9eNekxqGJ6DDVL1o0Mz8xmSq0KGiBUfWSiMC2KuMyTJPXiEKj7APYr93ctYxyeEAxlm78IL3fWL7hRwjZK+McIMfLX4Jkmy55vy0OzIOE+0d8CiVWXtD8ZxbijE5xx5NAxo1s+pjarMO49jIWkyLvAcfwtiljMOLjefgPUyD1yOJMTUq5pCbJ7eOydKi64dO9Ynnxkxj6vWOwjPSBTg/9CTO1Z/Fa03vQ8hUXTWmgedcG+frzwgx7e+NF6NHGQE/XUXU0Dy5de1pDYo4fzV66X7BrNExyVhmLcJZ4Rfwtj0H3d5RdTdPbl17fh/Qp6riHp50h8T7/FrSI+j/XGCnVAZuu+02zJw5EwsXLqx2VxiXQJZ6OZbovF4rkSS6WyzJPYeHI1XodJGjxi2uC6dEcjqnlJNXotAwtvh7QBVOKS3X8DpJQkDOPVm48y0pOeSKKflMc+KzgiLEtRinFAljYcmbtcQ25TOaEozuoCgAADYESURBVNmITeo0ETpYMSQJyzyL0G4ewlGxsLRq47NC4ndBx6TYWklySlmD56fqVNpzckodZWwSx80t6lTUGyQmtJuH4bOiOe4YJpsrampkPS7ufwgf6vsjjtLXYZ12LP7W8lE86r8cWzycK6qe2K5OwkuN54jQ5ZMCS1wX7p2EbeOs8POYoG/D3/3nY682rto9YlzIOvUYHFaG45TwK+5ez0xNw06pDNx4443ip6enB62trUIdbGk5kvCPVEiCFEKC1MjE/xOh1ya2cX6TilhMW+ex1LbONhIh5VI3DPSEAM0vozccu5FLcBc7KVv12HNOG33g/TbCZnKbeNs0buVIhraRItvqGdqWa0wkDtiWJRKB96EBhiXX/JhS+xmxj4Sa9eheRGRZ9DMYttDX1w81ZKPBI1d8TH1m9HNlmyY8Zgg9Ugt6w2rV116nGf2sGRETYVVOGpNlmGLN9Ea0ouaJBDnVCIkcNgHbN2Dc6frZgyb4zf6c2hK+mKgWtL0DXpPrPNFnYph1CIZuxdePIUc/I7ppo/NwF9pGAH0RZfB9T/23+tGfoe04c6cIFXxPnhHvb6U+T73SOGyVJ2FhZBnuk48Wolg1j3tWrKOdVhMCupL3mGitNFjRtUJCKgmgfXZj1nnajw5MsrZl3ffU9ihjA7YpkxCw/fFO5TtPdOwJBILoCdpo0GTXnJ+2S9Hk+qP03dhgT3fdsbyQMQ3WthbHlHjs6Y99Pio1pjarE8eF3haheVS8Yac8TuSKomqeQoSKpR3ieXLvmML6kfWTem7MNqa3MQOGx8K5kX+g3/LiFe3UASkHqj5Pto3jQy9jmrEBz9C6lKYKd3ctzlO+/azUmIIBU5y/PGHAJut7DY/pJXUxLg8/glHBreILwURqdUxuX3uBEGAahriHp3v8dPf5taBHkPsqF1iUYph8Ep3HckrVY+W9VFePmxKdJyb8pv2/Vx4NNxDPKZUh0XmxLimCZAKn4mCu+akoV1A+OaUcp1cx+a/oM1GKROe59J/yFPVIzdgnj0I1eN1zEj4S+jNmmOvwnnosqgklJi8mxx3t61a7W/zt5MsbLD8V5ZWaY6wRDhAzgyOuxeoW+bfoJrxeE8AeloaJvFIbUD+VBZniINfpUeYmHGe8jfHWLlEdlHJFURU9Thw9tKBzA51bz9BfEvkal2snwjXYNk7VX8Fs4238w3O2qOzIMNnYoUwUX8jRutmiTGF3J1NyWJRimDyr75FA0FWn1XAShSg3iVKJCb/dJArSSdmAkiF8zyhK5HEgcccJxcu1Oh4JDZQIPFccUa2YioZClEIwvi+KSZRP/R9hH8h400dhEWvVmVVLdn9AHolNylScqC8TidareXEWL7xQ4GeC9jXlfcpnW4ek4cK5N8zuxEFpREbhkJyCdPFar+xUxmOiub3a3WBcALmiZhnv4Fjj3SRX1GZlakbhlql/1mhzxXXLKfpr4jpmlTYfbuAEYwUWGG/iRe10vEvnUobJgZc9i3F16H5Rje9NbUG1u8PUGXymZJg8RalCK13VAolCgqtEqZi4Q6GTlBzWTfufhJxMTilHTCt27HFRKsecT/1SY9RpRLH/OQg3jpBUVPU9NIDeyXE4FeOU6pcbMUVPX+GOnCl007dera47hSrx0cUZ3YS+ox1XtX4IkRa+goUxEqVofVGerlxdV4fldvF7uHUIB+X0otR0Y70QpChHWL2yUx6POcZbaLJ60Sc3V7s7jAtcUe+px+Bt9Th2RTFxVmoniHPsafrL4hy7Vp1V1f7M1VfhZP11vKadJEQzhsmVTrldHN9O0FcIB2i95tdlqgOLUgyTI6YUC98D3QT6698p5SJrriPutNg94rdbnFIEXWSmc0pptl6UWyhx7O324bydUpS43IcQQjms1VI4pRyhsNnuLUn4HgkkdNOXKraQ2NEpteGgVN2S1Yfl4cIldaKxTNyIVssNQc7NYj4PtK8VqpJIR7UcnVKUEJ/CJ0mUSscw6zA67ENYqixCPUPJzu2YUPqeXN0wTqa6rqhnPO8XuaLYFcWk4zXtZHGefV/keXFO31ClL1VmGu/gdH0JVqoLsEI9oSp9YGqbZdqJIk/eQn05lnhOr3Z3mDqCz54Mk4dgQ6IIha24SRQZEjmlYv1yct+4zSlFrqhUKLdSKZxSJGyROywfJxMJDYi5lnL5JosEtHy2nw7nM0GilAWpqJA26j+5rsjB0yu1JFexMjdjlTqvaqF7qRdnHwvdJ5wSq7V5VelDseGsfXJsrVh90cqi8OY0dxTCl6kCHwmHYXhEkvN6hj5bB6QRGG/urHpuMaYyrigSoyZYO+OuKMoVRe4BhsmKJOFF7Qxxrj038qy4NtiqVja0+WhjvRDF1qiz8ap2iivOoUztQZWWV2gnYJG+FG+ps9kVypSMWGp6hmEGg0QaJzTJTaJIKUl0R5UiSXfJkCSRn6bFijmlUANOqVKF7yVsIx+nFOGE/Q0GfYNLjo9i+usIIyTcFrt2EkW1RCaZ2+BFBBtckpSVLsbeVY4VVnaqXFcNig0nTtzX+biuKIRvuJ3GKWXbIp/UUHGNUF4pckpxmez6pNXqwqmRl3FD8C6cH3kGMizhirrb/wm87DmNBSkmdyQJz3nOFmHNF0SewnhzR8XeerK5RYhh65QZQhxjQYopBvpikNJEUNJzhikVLEoxTI5YkIVVn6h3pxQ5XajUvZsgwcS14XsoY/heLCcPJVTP1X1EIgXNYa4V+EhUE4JXEReqND8kHDZbvWUTpaab63FA6nDVjeBybSG8CIvEn7UYvheCDyZksa/zEbioAl+L3QstRZDtsA9imN3lGuGwEqJUs90Xd3Ey9eGKIlfJ5aGHcG3oDyJMj1xR/+f7GP7muxLr1RlDQnBlSg9dVz3jOQ+75HG4KPwERpt7yv6e48yduCD8FLYqk/EPzzksSDFFQ8c/cttNNbdgrBktlMIwxeKuu06GqREXUb06pRwxwU2he4niDIWGUViQm24IRKLzdNX3ShW+F5uTfPI90YUvrVEKycpZlCoidE8gSUIcaUCw6KqDNNYItCRRisSPyebWqic4T6VXbhEhPAv0N+Cxo2GWlUTkuCtGpJUkIQI6olSu2yJRikgN4aPQPQptoiTgQ4Hd8lghAFMIH1P7rqhTIq/gE8G7466ov3vOZVcUU1Loy6UnvRfigDwCl4YfRYeVvtJsKRhl7sXF4ceFCPa053zXfdnI1C4blKOxVx6F0yJL2CnMlAQ+OjFMjjhCDbkKikkI7WYcZ48bRSkSZyh5t5tcUoMlOi9WnCEcYStf0cgRGnKBJKBSrGlnbopeP5IkrOGJ4YckSGkwxIWQ26CEsSRCztNXVfaNbTvqbkJxIrlTgY9cV7kK7p3SMCHGkDMqNXRvozqtqJxitQQlfd8nj8IEq3KhOExpXVHTjA1xVxTljFqnzoi7otZVsYgBU79QVdLHvJegS27DZaFHRHGIUkNiF4leJH6RCDZUjslMhZAkvKwtxkj7AGaY66rdG6YOYFGKYXLEudEWN951an8+Iry57+LFEXjc5lIj0Sht+B70kuTlcsadr2iUlyhVCqcUzU1MHCmFGJfafwrd2yOPFs4kt9EvN2GNOgfzjTfhi1WwqwQUNkiV84oVauNOqTwqi9KNepfUluSUGm3tFSF9VJVwKEGuMOGU4m+La9IVdUHkaSgwhSvqLv8N7IpiKiZoP+q9VBy/Lw8/jBaru6QVIkns6pZb8bj3YiGCMUyp2aOMxQZlGk7RX61aXk2mfmBRimHyDN8r1pVQE+F7LvxGzXEM1ZJTqhRCTzFOqXwSnbvKKZUiSnntkEhy7kaXlMNK7Xjxm8L4KgU5m4iSiVJ5VvKjEL7h1qEk4bBPasQeeQyGEpRXivINpk38zrjaFUXhwOSK+qvvg+yKYqpSwfNh3+Xi2ouEqcYcQ+6z0Wz1iG3RsZxEr4jkLUlfGSYdlFuKrh3mGRV2ijN1B4tSDFOIU6pOoXwDFJLjRqeUI5i5bf+LnFJpnFIUzlVSp5TkfqeUMzelyKWV2P+p5maR32WjMg1uvrlYrc7FHGMNGnIUA4uFLgRL4R6kfU2Jusl1lc+2RAW+mCgl2RamGRuFcDjU8paQCEeFCDivlDsZ7rFwhrwqrStqied0dkUxVSUgNeJh7+XiHHdZ+JGi3LZ07iFBiq7hSOyi8xLDlJMeuVU4xY/XV1bs2oepT4bWlSPDFMFQEKUIElJcHb7nMqcaiTm0x+hb+Di2LcL3ShHG5ghb+Qo9JDR4KV14GhdXuZxSjqBRCqed4/QisYOSZ1OIFIXJuZk3tAXis0MXZ5UUpYo9JlH+LicgOS+nlDRcJLb32wGMs3ahEQFXu9nKBblrSJgab7Eo5TZX1Ie1V3Hz0f2YJ20Srqj7fFezK4pxHRSWTsIUHdMp7K6QohkkZl0eeliIrrQtErsYplJViOnaZ1FkabW7wtQwLEoxTI44Qo3bchqVY5wcvpc7jpiT6JYil5RUIsdQoU4pEhqIXNxSbnVKybBFSBTd7G9Q3S92UJjEm9p8zDbeQpPVW5HwPSq8EIa36H3tkG/4HkF5pY42NqBbahFJv4ciFMI3ztwlRFSmelBensRcUSosPLDTh9vMy4Qr6nBszTKM2+iShwl3U4vdg0vCj+WVo4e+fKKk5iRqkSDlxtyLTP0SlnxYpp2ImeZaDLcSip8wTB6wKMUwOeIINW4TRcpRga8UYWflqgzotv3viDmJeaVoDxIlCd9D4YnOcxalECmJkOQItqUYd1/MFTVXXw0bEjYpR6EWoBA+mquF+vKyv1c8B1SRhRcSRal8RPduqVWErY209uMoc1PUJVWnRSAGg5x85EykfcFU3hV1lLERl4UexnWh38dzRZEr6n59Md7s1lx5TmOYVA7JHSIPVId1EBeFn0h2YGeAxCsSsVqtbjziu0yIWwxTad5WjxPXBKdGXql2V5gahc/SORIMRsMkJEmCoiiIRCLw+/0IBAJobGxEf38/GhoaRDuPxwPTNGFTCI+mIRQKxds4v+m19Dg9T+0sy8raNhwOi/claNter1e8V2pbn88HXdchy7LoK/1Nj9FzmqqiyQfosgW/ZiFiyFDkaLUg05agyTbChgSfZiGoy6JNSJfhVW3olgRFirW1JHjUI23ibQ0ZXsWGYUmQJFsonvQ6b5q2YUOGptC4o/tXlgHdzNJWtkFNbVuCSv00JfjStC3nmBQ7erMVUXxo9hp1MaZ080Rlgy1JFmN0xiR5ZehNjWj20fq3qjMmUyG1A/B4xbffbll7Zih6GG2UwzC06AWk34xa721ZTVorhcyTrCsAbU5R4cm271PGFDGi4kILepP6kG5MWkCHpKlQY8eGQufJlr2ir7asJL2noUhob2+DqgJNHjOneYpEov2nUsO71fFQvB54TKsGPk8KVlkLsCj8GlZjHnRvS9nWXmMkgLDsh1exihpTKOITueRI/PN4FVi0n3P8PHWFh2GuuUYk+t7uPQqNmlnS457slRFu8KPFL0GSLdeen3rU4YiENUyVduCwMtIVx/J6PD8ltvVEeoUAdXTkPTTYQexTRuN539nY5ZuCPsMr2mh9/eLYo2kQa9PtY6rHearlMVla9NxFl98DzqNlGlOvNgLPqhfivP7HcbHxFJ72nA+vB2nHRHLruYEnhRj+9+ZL0GUPR7NmDLl5cuuYtAZFnL8avYBfM+tiTNnm6c2Gk/C+/qdxjLwZm6TJdTGmas6T3wf0qaq4hyfdIfE+v5b0CPo/F1iUysBtt90mfmiHM8xkfROOD0VjpY8PL4etaFgnuTfpcqFMMTaJ6i/N6Mal3Q9ghWchdipTq90tTNI3iRsP4uTAi4DnZOzVpsANjDL3id8fCPxFfEO5U52ASfoW8dhp4X9ipXJyUWtllLFH/J4fXi7W4Wr/CTltb5KxVQgNZ4ZfQJe+Gss8C9Pus0mRTcIpdXzwdUyR12NNjttPR4cRdYnM1N/G2O7dGd8zF8aYu0CXB5R8e5h5SPTTzYnOE3lHm40F4RW4MvAXqAETXXKb2K8b5NL1f2JkM4421ou5u7L/T3jTdwK2aYW5ySabW8S+pkS7l/b8Bcs9C7E7h8899YEqPZFDyICMFrMbXVoHhiK2pKBbbsPc0ArMCy1Hj9xW1PpnjjBF34QT+pejxeoSSXW3KRMxMnQQ44ydCMODjZ4ZeE+biW5tePSiX+IQSqa22auOw7P+83Fe8ClcYj4MXzAsQlPpuLJNmYBJgR3i80DpFsiZ/ZT/EhxUR5O1mmGqxnZtMg5Lw3BW31M4C5JYryu9C7HNU/37CMb9SDbJYkxGenp60Nraiu7ubrS01G6M9q5du/CfP/wJlLGnQ/OztTcfKCzgwshT4qaNvFLO7yc9F2CTWhs3ycWO8+1eDZ0bX0DbjIvQ0DLCNf2q9v53+uaQ2sdi+5pp+4NtL9M+e1k7VeS+caBqYYv1I1brYvqbra/5rh83z3ku5Lr/C8WZt1Lsn0L3daXmKNi5rWrHHjfN+VAl01rvlNqwQjtBCNVGloIStbJ+GHdS7fVzamQJFhirMl5b1Nq5cahR7fVTaQq9ZmXSowc7Ye5+Cf9+680YN24c6l1LYacUwwzCQn1Z/MCK2G/6HpZyxtTTQTbbON/GKa7sV7X3f7q+oYR9LXTsmfolBKgs36QW099Srh83z3kuFLr/86UU+6eUa6yW5qhW53yokrhfaT9Tjqj31GOr3CuGKS8TzB1lvcZgmFLC1wVMMbAoxTCDMMzuih9gHSiOeJjdiXrCreN0a78y9Q0l7GuhY8/UL6rU9hffh+L/fyj0FxEeV4r+lnKe3DznuZDr/i8UN8xbrc9Rrc35UCXdWpeG8DpjhhblvsZgmFLC1wVMMbAoxTCDQGECHfahpAMtXSJ3SvUVBunWcbq1X5n6lvgtUbF9LXTsmV53WGrHAXlk/DGK/S/Vvi3lPLl5znMh1/1fKG6Yt1qfo1qb86FKKdc6w9Qa5b7GYJhSwtcFTDGQgMkwTBaWayfGLaiI/aYPzjLtRNQTbh2nW/uVqW9OeEkp+lro2HN9XSn3rVu3VQ3K3X837Otan6NSw/ujPPB+ZYYy5b7GYJhSwsdrphhYlGKYQaA4aErSd0jqgAFF/H7CcyE2q4VVunIrbh2nW/uVqW8r1QU4WKK+Fjr2XF9Xyn3r1m1Vg3L33w37utbnqNTw/igPvF+ZoUy5rzEYppTw8ZopBg7fY5gcD7RDIUmfW8fp1n5l6turOLWs2y/l60q5b926rWpQ7v67YV/X+hyVGt4f5YH3KzOUKfc1BsOUEj5eM4XCTimGYRiGYRiGYRiGYRim4rAoxTAMwzAMwzAMwzAMw1QcFqUYhmEYhmEYhmEYhmGYisOiFMMwDMMwDMMwDMMwDFNxWJRiGIZhGIZhGIZhGIZhKg6LUgzDMAzDMAzDMAzDMEzFYVGKYRiGYRiGYRiGYRiGqTgsSjEMwzAMwzAMwzAMwzAVh0UphmEYhmEYhmEYhmEYpuKwKMUwDMMwDMMwDMMwDMNUHBalGIZhGIZhGIZhGIZhmIrDohTDMAzDMAzDMAzDMAxTcViUYhiGYRiGYRiGYRiGYSoOi1IMwzAMwzAMwzAMwzBMxVEr/5a1STAYFL8lSYKiKIhEIvD7/QgEAmhsbER/fz8aGhpEO4/HA9M0Yds2NE1DKBSKt3F+02vpcXqe2lmWlbVtOBwW70vQtr1er3iv1LY+nw+6rkOWZdFX+pseo+c0VUWTD9BlC37NQsSQoch2dJu2BE22ETYk+DQLQV0WbUK6DK9qQ7ckKFKsrSXBox5pE29ryPAqNgxLgiTZQvGk13nTtA0bMjSFxh3dv7IM6GaWtrINamrbElTqpynBl6Ytj6k8Y5K8MvSmRjT7aP1bdTGmepwnt47JUCS0t7dBVYEmj1kXY6rHeXLjmGSvjHCDHy1+CZJs1cWY6nGe3Dom59ijaUCjZtbFmOpxntw6JkuLrh+6/G72GnUxpnqcJ7eOSWtQxPmr0Qv4NbMuxlSP8+TWMfl9QJ+qint40h0S7/NrSY+g/3OBRakM3HbbbeLHMAzxf29v74BFQP/TIqBJoR1ObTMtAqeN85tem2kRpGubaRGktnX6lShK0WN9fX2IhMMIhwLQFRWyYSFiykc+gLYEK/YhkIzoB0SO/YaS8mG1JdhKchvx25QBOeXDaktAhrb0fkkfVitLW+nIh9WkftJ7pGnLYyrPmMKhoFhHtH4UyVsXY6rHeXLrmCKhIIxIGFYogHDQWxdjqsd5cuOYEo89ku2tizHV4zy5dUzOscemY4/mrYsx1eM8uXVMdPzRI2Eo4tzlqYsx1eM8uXZMCecvWfHWx5jqcZ5cOibTCIh7d7qH7+npSbrPryU9gvpP0PazIdmDtRji7Ny5ExMmTKh2NxiGYRiGYRiGYRiGYWqKHTt2YPz48RmfZ1FqEEgx3L17N5qbm4UqWauQwkriGi2IlpaWaneHqTF4/TDFwOuHKRReO0wx8PphioHXD1MMvH6YYuipk/VDUhNFnI0dO1Y4pzLB4XuDQDsvm6pXa9CiruWFzVQXXj9MMfD6YQqF1w5TDLx+mGLg9cMUA68fZqivn9bW1kHbcPU9hmEYhmEYhmEYhmEYpuKwKMUwDMMwDMMwDMMwDMNUHBalhgiUHf/b3/62+M0w+cLrhykGXj9MofDaYYqB1w9TDLx+mGLg9cMUg3eIrR9OdM4wDMMwDMMwDMMwDMNUHHZKMQzDMAzDMAzDMAzDMBWHRSmGYRiGYRiGYRiGYRim4rAoxTAMwzAMwzAMwzAMw1QcFqUYhmEYhmEYhmEYhmGYiqNW/i2ZSrJ27Vrs3LkTfr8fs2fPRltbW7W7xNQQvH6YQunt7cWSJUvi62fu3LmYM2dOtbvF1Ai8fphiWLduHZ577rmk9XPOOeegoaGh2l1jagS+/mEKgc9dTDGsG8LnLq6+V6cHxJ/85Ce48847xSIeNWoUQqEQNm3ahBNPPBFf//rXcfbZZ1e7m4xL4fXDFMO2bdvwrW99C0899ZS4kB89erRYP++++y4sy8LXvvY13HDDDdXuJuNSeP0wxfD666+Lc9TBgwdx0kknJa2ft99+G9dffz1uvfVWcbHPMKnw9Q9TKHzuYorhdT53sShVj5xwwgm49tprcdVVV4kTqgMdFEm9v/3223HmmWfis5/9bFX7ybgTXj9MMZx++um4+eabceGFF0JVk824W7duxR133IFx48bhi1/8YtX6yLgXXj9MMXz4wx/GN7/5TfHtciqBQAB/+MMfoCgKPvWpT1Wlf4y74esfplD43MUUw4f53MWiVD0SDofh9XqLbsMMTXj9MAzDMAwz1ODrH4ZhmOrAolQdE4lEsHv3bvH32LFj4fF4qt0lpobg9cMUw+bNm7F9+3bx98SJEzF16tRqd4mpIXj9MIVimiZefPHFpPVzxhlniG+ZGSYX+PqHKRQ+dzGFYg7xcxcnOq9D9uzZg6985St47LHH0NraCtIde3p6cMkll+B//ud/hH2UYTLB64cpNjksxb7v2LFDnFAJOsFOmDABd999N2bNmlXtLjIuhtcPUwwUYnX11VeL89SkSZPioTMkMNx3330ixIZhMsHXP0yh8LmLKYYlfO5ip1Q9Qln6L7jgAhHz3tTUJB7r6+sTsfBPPvkknn/++Wp3kXExvH6YYli0aJFI6HnllVcmPf7ggw/ixz/+MZYtW1a1vjHuh9cPUwxU5equu+4SuYESWb58uUgy/NZbb1Wtb4z74esfplD43MUUwxw+d7EoVY8cc8wxeO+99/J+jmEIXj9MMcyYMUOUtM33OYYheP0wxTB9+nSsX78+7+cYhuDrH6ZQ+NzFFMN0PndBrnYHmNLj8/nw0ksvDXic4lQ5OSMzGLx+mGLo6OgQVUKoWpED/X3vvfdi+PDhVe0b4354/TDFcNRRR+G73/0u9u/fH3+M/v7Od76DKVOmVLVvjPvh6x+mUPjcxRTDUXzuYqdUPbJ06VJcc8010DQtKS7VMAz83//9n7CYMkwmeP0wxbBx40YR+rBy5UqMGTMmnqdjwYIFIgSCvvFhmEzw+mGK4cCBA7jlllvwwAMPiHMWQeXZP/ShD+G//uu/MHLkyGp3kXExfP3DFAqfu5hiOMDnLhal6hWaVjowJmbwP/744yFJUrW7xtQAvH6YUpxgKeEnQYk+R4wYUe0uMTUErx+mWA4fPix+t7e3V7srTA3B1z9MMfC5iymWw0P03MWiFMMwDFPWCzRK0HjsscfGvz1kmMHo7OzEtm3bxDeF06ZNE2E1DMMwDFMLkNuFzmEkTHk8nmp3h6lhDh06NCRCQDmnVB1y8cUX49VXX037XFdXF37605/ijjvuqHi/mNqAvh28/PLLccUVVwjr8Y033oiWlhacdtpp4gTLMNm49tpr4zHxVKlo5syZwpI8d+5cPPzww9XuHuNydu7cKc5hlJ+D3AlnnHGG+LaQqhrpul7t7jEuZ9OmTTjrrLMwdepU3HTTTQiFQvHnTj755Kr2jXE/r7zySvzvYDCIL37xi+Lcdf3114vrZ4bJxFNPPYVRo0aJ6mlvv/22SIxPxxz6Mo6rNjLFMH/+fAwF2ClVh6xZswa33nor1q5di4ULF4qDJF2YUdWQXbt2CZHhy1/+soiZZ5hULrzwQrz//e9HT0+PKGV71VVX4VOf+hT+9Kc/iWSff/vb36rdRcbF0AX86tWrxd8kKPziF7/AvHnzsGXLFiF0vvnmm9XuIuNizj33XHEDSMchShpLjqnPfe5z+PrXv462tjb8/Oc/r3YXGRdz3nnn4dJLL8VJJ50kjj0kUj399NNobm4WF/Z8/GGyQfl/3njjDfH3V7/6VeH0/cIXvoA///nPIqSGklYzTDroS5T//d//Fecsumb+7W9/K75gee2118Q91/Lly6vdRcbFPProoxmfo/WUmAC9XmFRqo6hmGYSEeib54aGBsyZMweLFy8W4RAMkwkSEFatWiXyKtA3PHv37k0rODDMYKVrSRRPvBCjYxCJ5gyTidQ1cuKJJ2LZsmUwTVN887xhw4aq9o9xN6nC0w9+8APh0Hz22WeFg8oRHBhmsPVDf1PUgd/vF1XU6PqHQtEZZrC1Q9XS6Iu4dM8xTDoURRFf5KaTZV5//XXh3Kx3WJ2oYyiOmaqIMEw+OMk86ffs2bPTPscw2ZwKX/nKV/D9738f55xzDu677z5cffXVwq1AIVkMkw1ZlsU3glRphqoZ0YUaQb85LwczGKkX7t/4xjfEujn77LPR29tbtX4xtQGJT7RO6MaQvsAlQco5LvEXukw26IsTctZ1d3eLHED05Rx9Sbdv3z5EIpFqd49xOUcffTTuuusuTJ48Oe39/FCAj7AMwyTh9XrR39+PxsZG8e2yA+VToAszhskG5ayjUKtx48aJXECUh4zCseim8He/+121u8e4HAqZIUcC/ZCrhUppE+TYdEq0M0wmqKACCeDnn39+/LGbb75ZnLvoN8Nkg5xQFCZMohR9CUeRBuPHjxdiJwlWDJPt3EVFOQg6b3384x/HsGHDROTBN7/5zWp3j3E51113HQ4ePJhWlKIUBkMBDt9jGCaJQCAgvh1MdUXRtz2UBJ1Cshgml3VE+VyoAg2V1B4KlUOY0rBu3TqRKJaEKecin2FyIRwOx79cSYVyapJYzjD5Ql/KUV5WylXGMJmgfFIkXtL1DuVlpS92qejCUElUzTDFwKIUwzAMwzAMwzAMwzAMU3E4FqeO2bx5M/75z3+KH/qbYXKBqoVQcs9M3xZSeNYdd9xR8X4xtQGVQKY8Uoml2B3effddfOlLX8KvfvWrqvSNcT98/GHKBeV3YZhCed/73lftLjA1Cq8dZjA2bdokinGQs+6mm25Kuoam6+qhADul6hC68aPYVKq+R2EzBIVdUaK0u+++G7Nmzap2FxkXQ5Wvbr31Vqxdu1aE6o0aNUocHMm6TuEPN954oyhvq2latbvKuBDK/fO9731PlNCmk6uzfigki/6+5ZZbcOWVV1a7m4xL4eMPUwzZqntSEYY9e/ZUtD9MbUEhV5mga2e6rmaYdPDaYYrhvPPOw6WXXipChH/xi18IkYryIzY3Nw+Z6o0sStUhixYtwte+9rUBN34PPvggfvzjH4vy2gwzGHQCffHFF0Wiz4aGBlGqffHixVyBhsk5t8vy5cuT1k+6BI4Mkw4+/jCFQAnN6TiT7tKWRE2ugsUMtn4on2bi+nH+p99UYY1h0sFrhymG+SnC0w9+8AM8/PDDIi8ZOaio8Eu9w6JUHTJjxgzhSsj3OYZhGIZhmFplypQpeOWVVzB27NgBz5FbnN0KTDYoEf7q1avR0dEx4DleP0w2eO0wxXDMMccIR3giP/nJT/CnP/0J3d3d2LBhA+odzilVh9AB8Q9/+ENS+Vr6+9577+UKWAzDMAzD1CUU/pAph+ZFF11U8f4wtcUpp5ySMQSUqoEyTCZ47TDFcOyxx4pwvURuvvlmXH311SKUbyjATqk6ZOPGjfjsZz+LlStXYsyYMeIxyqOwYMEC3H777Zzsk2EYhmEYhmEYhmFckPKC8Hq9SBd6Tk68eodFqTrmwIEDcbsoWUdHjBhR7S4xDMMwDMMwDMMwDMMIOHyvjiERitxR9MOCFMMwDFOLdHZ2VrsLTI1ApbPvu+++pHLaiZWJv/SlL+FXv/pVVfrGuJ+LL74Yr776atrnurq68NOf/hR33HFHxfvFuB9eO0wxnMznLnZKMQyTOxT6uX79+mp3g3ExFPv+qU99Ctu2bcPll18uKoj4fL74Sfe1116rdhcZF7Nq1Spcf/31opIR5UakSrIvvPCCyJX4+OOPiyp8DJOJvXv34nvf+x7+/Oc/Y+rUqRg1apS4yKcCL/T3LbfcMqAyMcM4UE6gW2+9FWvXrsXChQvj64cSEFMIzY033ogvf/nL0DSt2l1lXAavHaYY9vK5i0UphmGSyZSokTjvvPNEfjKGybZGKNnwSSedhF/84hdCpKLkjc3NzQNK3jJMKmeccQb+9V//VXyz/O1vfxv/+Z//iY9//OOiNDJ9S/j3v/+92l1kaiQ/x/Lly7Fz5040NDQIMXPy5MnV7hZTI1DqixdffDFp/SxevBiqqla7a4zL4bXDFEN4CJ+7WJRiGCYJcijQATDdoYG+7YlEIlXpF1MbpApP5JQiQeHZZ5/FWWedhTfeeKOq/WNqZ/1MnDgR27dvjz83b9484aRiGIZhGIZh6geWbRmGSWLSpEl4+eWXMXbs2AHPUcJ8hslGMBhM+v8b3/gGPB4Pzj77bPT29latX0xtkCiGk4iZ6TmGYRiGYRimPuBE5wzDJEGhV5s3b0773EUXXVTx/jC1xbHHHivC9RK5+eabcfXVV4tQPobJBuVO6OnpEX/fe++98ccpbNjJTcYwDMMwDMPUDxy+xzAMw5Q0Hp7wer1pwz/HjRtXhV4xtU53d7f4oZA+hmEYhmEYpn5gpxTDMAxTMkiMSidIESxIMYXS2trKghRTEFyGnWGYSnPgwAE8//zzXByIyYmuri4MdViUYhiGYRiGYWqeRx99dMAPVXF0/maYbPzlL3+J/33w4EGRsoAE8TPPPDOp6ALDpHLttddi//794m8So2bOnIlbbrkFc+fOFcVeGCYbI0eOxGWXXYbHHnsMlmVhKMLhewzDMAzDMExdVI89+eSTRXEFh9dffx0nnXQSJEkSN4sMk4kFCxbEK8R++tOfxvDhw/Ev//IvuP/++7FkyRI89NBD1e4i41JIfFq9erX4+4wzzsAvfvELUTF2y5YtuOKKK5KqEjNMKjNmzMBnPvMZ/O53vxOuKRI5b7jhBkyfPh1DBXZKMQzDMAzDMDUPXdATP/vZz/DCCy+In9GjR4vfLEgxg5H4Pf2yZcvw/e9/X6yfm266KWMBGIZJrTwcCASEIEVMmTIFpmlWsWdMLdDY2IivfvWrWLt2LR588EHh1DzhhBNw+umn4/e//z2GAixKMQzDMAzDMDXPJz7xCeFq+drXvobvfve74maQHFIMkwuhUAhvvfUW1qxZI9aNoijx53gdMdk477zz8JWvfAV9fX0455xzcN999wmR86mnnkJHR0e1u8fUEKeccgp++9vfinxk1113HX7zm99gKMDhewzDMAzDMEzdQJe25Jb661//im3btonKnwwzGJMnTxYhoM6tEYXsjR8/XlT+POuss+KhfQyTSiQSwde//nXcddddaG9vF8cdEjXPPvts/PrXvxaOKYbJxPz584d8iCeLUgzDMAzDMEzd8c477whh4XOf+1y1u8LUMBSOtW/fPhYWmJzWyqZNm2AYhqgYS3nJGGYwDh8+LMTMoQyLUgzDMAzDMAzDMAzDMEzF4ZxSDMMwDMMwDMMwDMMwTMVhUYphGIZhGIZhGIZhGIapOCxKMQzDMAzDMAzDMAzDMBWHRSmGYRiGYRiGYRiGYRim4rAoxTAMwzBMTSJJEh5++OGyvseZZ56Jf/mXf0G1+Oc//ynG2dXVVfB+2Lp1q2izatWqkvSp1NsrF8X2s9pzzzAMwzBDARalGIZhGIbB9ddfL27g6UfTNFH+/Gtf+xpCoRDcyp49e3DBBReU9T3+9re/4Xvf+15diDRMebnnnnvQ1tZW7W4wDMMwTE2hVrsDDMMwDMO4g/PPPx933303dF3HypUrcd111wmx5Uc/+lHZ3jMSicDj8RT02tGjR6PctLe3D9p/hmEYhmEYpjDYKcUwDMMwjMDr9QqhZ8KECbj88stxzjnn4Nlnn40/b1kWfvjDHwoXld/vx9y5c/Hggw8mbePFF1/EiSeeKLY1ZswY3HLLLTAMIykk6otf/KIIi+ro6MB5550nHn/00Udx9NFHw+fz4ayzzsK9996bV9ia41YiZxO9vqGhQfTvtddey/j6q6++GldddVXSYyTIUb9+//vfpw3hmjx5snBOXXvttWhpacFnPvMZsT+I+fPniz7Qa9K9lqD9Sq40hz/84Q844YQT0NzcLPY99Wn//v0o1DVG8zJ16tQB85LKYPNEc/3jH/8Y06ZNE20mTpyI73//+2m3ZZombrjhBhxzzDHYvn07bNvGf/zHf4jX0GvHjh2LL3/5yxn7smnTJlx22WUYNWoUmpqasHDhQvzjH/9IakP7/Qc/+IF4H9pXtO3f/OY3SW2WLVsm5oDWEO3TN998c9D99qtf/Sq+7uj9P/jBD2Zs29nZKeZ92LBhYn3R/t6wYUM8zPITn/gEuru7445D2gf5vgfDMAzDDDVYlGIYhmEYZgBvv/02Xn311SQXEwlSJNbcfvvteOedd/Cv//qvuOaaa4TAQezatQsXXnihEBVWr16NX//61/jd736H//zP/0zaNglOtN1XXnlFbGvLli3iRp0EG3rdZz/7WXzzm98sqN/0uptvvlmE0k2fPh0f/ehHk8SWRD72sY/hscceQ19fX/yxZ555BoFAAB/4wAcyvsdPfvITIXiR6PH//t//E2IIQUIKiUMkjOUKiWAkctG4SWAjcS1RtMoV6seVV14ptkPj+shHPoJ33303bdtc5unWW2/Ff/3Xf4ntrl27Fvfff78QVFIJh8P40Ic+JPb3kiVLhFj017/+Ff/zP/+DO+64Q4g2NK7Zs2dn7Dvtf+rPc889J/YpOfYuueQSIXAl8tOf/jQuNn3hC1/A5z//eaxbty6+jYsvvhgzZ84ULj8ShGgdZGPFihVCLPvud78rtvP000/j9NNPz9ie5oVeQwIqiZ0kvlG/aQ5POeUU/PznPxdCJa0B+qH3z/c9GIZhGGbIYTMMwzAMM+S57rrrbEVR7MbGRtvr9dp0iSDLsv3ggw+K50OhkN3Q0GC/+uqrSa/75Cc/aX/0ox8Vf3/jG9+wZ8yYYVuWFX/+tttus5uammzTNMX/Z5xxhj1//vykbXz961+3jzvuuKTHvvnNb4o+dHZ2ZuwzPf/QQw+Jv7ds2SL+/+1vfxt//p133hGPvfvuu2lfr+u63dHRYf/+97+PP0Zjueqqq+L/U3+/8pWvxP+fNGmSffnllydtx3nvN998M+nx1NcSl112mdjXmVi+fLnYVm9vr/j/hRdeyGk/fO5zn0t6bNGiRfbnP//5tP0bbJ56enrEGrjzzjvTvp+zvSVLlthnn322vXjxYrurqyv+/E9/+lN7+vTpdiQSsQtl1qxZ9i9/+cuk/X7NNdfE/6e+jxw50v71r38t/r/jjjvs4cOH28FgMN6Gnks3Lw5//etf7ZaWFjHedCTO3/r168W2XnnllfjzBw8etP1+v/3AAw+I/++++267tbU1r/dgGIZhmKEOO6UYhmEYhhFQ2Bs5XpYuXSrySVE4ErlviI0bNwoH0bnnnitCrJwfck5R+BVBzpyTTz5ZhC45nHrqqcLFsnPnzvhjxx9/fNL7koOEXDuJUGhZIcyZMyf+N4WlEZnC4VRVxYc//GHcd9994v/+/n488sgjwmmUDXLrlApy9ZAriBxGFJZ2xhlniMdTXUKDQfs99f9MTqnB5omeJwfU2WefnfU9yYVG++zvf/87Wltb44+TcyoYDIowwk9/+tN46KGHMrrVCHpfchUde+yxIlE4rSvqQ+o+SJxb6juFOzpzS+3peQqRy7RPUqG1PGnSJNHPj3/842Id0BrPtM9ovSxatCj+2PDhwzFjxoyM+znf92AYhmGYoQiLUgzDMAzDCBobG0UOIQpNu+uuu4Q4RWFdhBPi9sQTTwjhyvmh0K7B8hele59yQZUDHRzRhfIjZYIEKAobI3GDwswoJxOFj5Wi/7IsixCvRCjUy4EEHcqpRSFfJFYsX75cCDjVTqBO+yAXKHRtzZo1A/J2UU4yEhoplxJti0LtKGQtceyJkCBF46acURQCSOuKwv1S90Hi3Drzm21uB4NEwDfeeAN//OMfhYD5rW99S6z9bHnM3PgeDMMwDFPLsCjFMAzDMExaQeUb3/gG/v3f/124XihXDyWtJvcKCVeJPyRCEOR0cXLtOFDeKLoxHz9+fMb3IrcJ5d5JhASaSkC5gKj/f/7zn4UwRC6fVPFjMJy8W5TwO5ERI0aI3EIO9Dzl6nJ47733cOjQIZG76bTTThOJwgtJck68/vrrA/6n+UjHYPNESblJTCKxLhuU04n6fumll8bzijnQ68kB9r//+78iCTi931tvvZV2O/TelK+J8niRGEUOKMqtlQ80JhLIQqFQ0j4YDHI/UUJ/SupOr6f3ff7559Nun9xeJNQ60NyR+EafDWcdpK6BfN6DYRiGYYYiLEoxDMMwDJMWEmgURcFtt90mBAtytFByc0pUTiF75AD55S9/Kf4nyBGzY8cOfOlLXxKCC4XCffvb38ZNN90kRK5MUGJzav/1r38d69evxwMPPIB77rlHPJcYYlYuqOIdJVynSoODhe6lY+TIkUKEoSTW+/btExXYiPe9733CWUY/ND4ScRIdMhSyR0IG7cPNmzeLBNqU9LwQ/vKXvwh3G+0/2ueUfJ2qHKZjsHmiEDiai6997Wvx8EwSeBzXXCK0DUqQTknGX375ZfEYzR21JQGOxvV///d/Yv9QGFs6SASj5PDkkKLE6zQf+Tqg6DW0VihckNx7Tz75pEhIn43HH39ciGb0vtu2bRNjpfclkTRdH6lCIG2fxkn9pCT/48aNE487FQLJUUhi3sGDB0WYXj7vwTAMwzBDERalGIZhGIZJCzk8SNgghweFmpFgQtXYqAofOUcozI0ElylTpoj2dINOYgAJIhSi9LnPfQ6f/OQnhdsqG/R6CgEkYYLyAlE1OKf6Hrmzyg0JUSRkUP8pt1Ih+4mEB6o2N3bs2LhIccMNN4jcXNdee63IFUV5hShvV6KTigQcEpTIbUOuo8GElEx85zvfwZ/+9Cex/0j4oHAxx8GTSi7zRPP81a9+VYSb0VxfddVVGV1c//Iv/yLen8L5qGIj5YW68847xb6k/lBVQqpySDmY0vGzn/0Mw4YNE641cldRSOOCBQvyGj/loaL3IDfW/Pnzxfr50Y9+lPU11E9acyQe0hhJmKT9NmvWrLTt7777bpEPjQQ4yldFTjPaj46zjvpP+5L2Fc0tfW7yfQ+GYRiGGWpIlO282p1gGIZhGIZJ5Pvf/764gSdHD8MwDMMwDFOfqNXuAMMwDMMwDCXFpgp85KahHEP//d//nTH8jGEYhmEYhqkPWJRiGIZhGKbqbNiwQeQmOnz4sMi1RKFjt956a7W7xTAMwzAMw5QRDt9jGIZhGIZhGIZhGIZhKg4nOmcYhmEYhmEYhmEYhmEqDotSDMMwDMMwDMMwDMMwTMVhUYphGIZhGIZhGIZhGIapOCxKMQzDMAzDMAzDMAzDMBWHRSmGYRiGYRiGYRiGYRim4rAoxTAMwzAMwzAMwzAMw1QcFqUYhmEYhmEYhmEYhmGYisOiFMMwDMMwDMMwDMMwDFNxWJRiGIZhGIZhGIZhGIZhUGn+Pz1dfwiRiuqhAAAAAElFTkSuQmCC", + "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -1579,44 +1821,174 @@ "name": "stdout", "output_type": "stream", "text": [ - "Largest reorg length: 193 (~6 virtual blocks of 30-seconds)\n", - "Successful attacks: 0 (0.00%)\n", - "Successful attacks list [target block, target slot, reorg length]): []\n", - "CPU times: user 33.3 s, sys: 13.2 s, total: 46.4 s\n", - "Wall time: 1min 28s\n" + "\n", + "=== Summary Statistics (in virtual blocks) ===\n", + "Delay Count Mean Median 95th 99th Max \n", + "----------------------------------------------------------------------\n", + "2 26 0.64 0.40 1.80 2.17 2.30 \n", + "3 25 0.55 0.40 1.45 2.12 2.30 \n", + "4 29 0.72 0.40 2.06 2.28 2.30 \n", + "5 30 0.61 0.40 1.62 1.75 1.80 \n", + "6 38 0.82 0.70 1.80 1.91 1.97 \n", + "7 40 0.81 0.70 1.80 1.90 1.97 \n", + "8 43 0.78 0.63 1.78 1.80 1.80 \n", + "9 46 0.75 0.63 1.77 1.82 1.83 \n", + "10 48 0.83 0.58 1.84 2.46 2.60 \n", + "11 56 0.82 0.58 1.88 2.53 2.60 \n", + "12 54 0.78 0.58 1.78 2.46 2.60 \n", + "13 60 0.89 0.67 2.37 3.87 3.87 \n", + "15 64 0.93 0.67 2.45 3.40 3.87 \n", + "17 71 1.09 0.67 3.55 4.30 4.47 \n", + "20 84 1.26 0.83 4.03 4.30 4.30 \n", + "22 97 1.44 0.90 4.44 4.87 4.87 \n", + "25 101 1.58 0.93 4.53 4.87 4.93 \n", + "28 107 1.74 1.10 4.94 5.16 5.30 \n", + "30 109 1.90 1.23 5.15 6.60 6.73 \n", + "33 116 2.09 1.37 5.63 6.32 6.87 \n", + "35 122 2.32 1.55 6.39 7.19 7.27 \n", + "38 126 2.72 2.13 7.26 7.79 8.43 \n", + "40 132 2.90 2.40 7.38 7.96 8.00 \n", + "43 133 3.32 3.20 8.00 8.70 8.80 \n", + "45 138 3.82 3.62 8.67 9.61 9.93 \n", + "48 149 4.22 3.77 9.27 10.87 11.40 \n", + "50 153 4.84 4.63 10.01 13.42 15.20 \n", + "55 157 5.77 5.33 11.77 16.40 17.80 \n", + "60 171 6.79 6.07 15.07 18.59 19.17 \n", + "65 169 7.47 7.57 15.69 17.33 19.80 \n", + "70 178 8.55 9.93 16.80 22.34 22.97 \n", + "75 180 10.37 11.32 21.66 25.01 26.20 \n", + "80 184 12.60 13.82 25.18 27.64 29.23 \n", + "85 189 13.12 13.80 26.15 27.68 29.20 \n", + "90 197 13.93 15.13 26.65 28.40 29.20 \n" ] } ], "source": [ - "%%time\n", + "# Simulation parameters\n", + "broadcast_delays = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 15, 17, 20, 22, 25, 28, 30, 33, 35, 38, 40, 43, 45, 48, 50, 55, 60, 65, 70, 75, 80, 85, 90]\n", + "slots = 1000\n", + "f = 0.25\n", + "window_size = 30\n", + "use_deps = True\n", + "adversary_control = 0.3\n", + "base_seed = 0\n", + "skip_last = 500\n", + "VIRTUAL_BLOCK_SIZE = 30 # 1 virtual block = 30 slots\n", + "iterations = 2 # Number of iterations per delay\n", "\n", - "ADVERSARY_STAKE = 0.30\n", - "# Run multiple experiments\n", - "attacked_results, total_blocks, sim = run_multiple_attacks(\n", - " n_runs=1,\n", - " slots=15000,\n", - " f=0.25,\n", - " window_size=30,\n", - " use_deps=True,\n", - " adversary_control=ADVERSARY_STAKE,\n", - " network=blend_net,\n", - " base_seed=0,\n", - " # these are honest blocks that won't be attacked and will not count in the stats, but give room for the attack.\n", - " skip_last=500\n", + "honest_stake = np.random.pareto(10, 1000)\n", + "\n", + "params = Params(\n", + " SLOTS=slots,\n", + " f=f,\n", + " honest_stake=honest_stake,\n", + " adversary_control=adversary_control,\n", + " window_size=window_size,\n", + " use_deps=use_deps\n", ")\n", "\n", - "# Plot normalized histogram:\n", - "plot_attack_histogram_frequency(attacked_results, total_blocks, ADVERSARY_STAKE, bin_size=30)\n", + "from joblib import cpu_count\n", + "print(f\"Using {cpu_count()} CPU cores\")\n", + "print(f\"Running {len(broadcast_delays)} delays × {iterations} iterations = {len(broadcast_delays) * iterations} total simulations in parallel...\")\n", "\n", - "# Print the most extreme reorg seen:\n", - "reorg_lengths = [length for _, length in attacked_results]\n", - "max_length = max(reorg_lengths) if reorg_lengths else 0\n", - "print(f\"Largest reorg length: {max_length} (~{(max_length // 30)} virtual blocks of 30-seconds)\")\n", + "# Create all combinations of delay and iteration\n", + "sim_tasks = [(delay, params, base_seed, i) for delay in broadcast_delays for i in range(iterations)]\n", "\n", - "fully = fully_successful_attacks(attacked_results, sim, tolerance=500) # Very generous tolerance\n", - "print(f\"Successful attacks: {fully[0]} ({fully[0]/total_blocks*100:.2f}%)\")\n", - "print(f\"Successful attacks list [target block, target slot, reorg length]): {fully[1]}\")" + "# Run in parallel\n", + "parallel_results = Parallel(n_jobs=-1)(\n", + " delayed(run_simulation_for_delay)(delay, params, seed, iteration) \n", + " for delay, params, seed, iteration in sim_tasks\n", + ")\n", + "\n", + "# Aggregate results by delay (concatenate all iterations)\n", + "results = {}\n", + "for delay, iteration, reorg_lengths in parallel_results:\n", + " if delay not in results:\n", + " results[delay] = []\n", + " results[delay].extend(reorg_lengths)\n", + " print(f\" Completed delay {delay} iteration {iteration}: Found {len(reorg_lengths)} attacks\")\n", + "\n", + "# Print aggregated summary\n", + "print(\"\\nAggregated results:\")\n", + "for delay in sorted(results.keys()):\n", + " total_reorgs = len(results[delay])\n", + " mean_reorg = np.mean(results[delay]) / VIRTUAL_BLOCK_SIZE if total_reorgs > 0 else 0\n", + " print(f\" Delay {delay}: {total_reorgs} total attacks across {iterations} iterations, mean: {mean_reorg:.2f} vblocks\")\n", + "\n", + "print(\"All simulations complete!\")\n", + "\n", + "# Create visualization with gradient fan design\n", + "fig, ax = plt.subplots(figsize=(14, 8))\n", + "delays = sorted(results.keys())\n", + "\n", + "# Define percentile bands (from outside to inside)\n", + "bands = [\n", + " (5, 95, '#e8f4f8', 'Very likely range (5th-95th)'),\n", + " (10, 90, '#c8e6f5', None),\n", + " (25, 75, '#88c9ed', 'Typical range (25th-75th)'),\n", + " (40, 60, '#4a9fd8', None),\n", + "]\n", + "\n", + "# Plot bands from outside to inside\n", + "for lower, upper, color, label in bands:\n", + " lower_values = [np.percentile(results[d], lower) / VIRTUAL_BLOCK_SIZE if len(results[d]) > 0 else 0 for d in delays]\n", + " upper_values = [np.percentile(results[d], upper) / VIRTUAL_BLOCK_SIZE if len(results[d]) > 0 else 0 for d in delays]\n", + " ax.fill_between(delays, lower_values, upper_values, alpha=0.6, color=color, \n", + " label=label, linewidth=0)\n", + "\n", + "# Bold median line\n", + "median_values = [np.percentile(results[d], 50) / VIRTUAL_BLOCK_SIZE if len(results[d]) > 0 else 0 for d in delays]\n", + "ax.plot(delays, median_values, marker='o', linewidth=3, label='Median', \n", + " color='#1565c0', markersize=8, markeredgecolor='white', markeredgewidth=1.5, zorder=10)\n", + "\n", + "# Add 99th percentile as dashed line (worst case)\n", + "pct99_values = [np.percentile(results[d], 99) / VIRTUAL_BLOCK_SIZE if len(results[d]) > 0 else 0 for d in delays]\n", + "ax.plot(delays, pct99_values, linestyle='--', linewidth=2.5, label='99th percentile (worst case)', \n", + " color='#d32f2f', marker='s', markersize=6, markeredgecolor='white', markeredgewidth=1)\n", + "\n", + "# Styling\n", + "ax.set_xlabel('Broadcast Delay Mean (seconds)', fontsize=13, fontweight='bold')\n", + "ax.set_ylabel('Reorg Length (virtual blocks)', fontsize=13, fontweight='bold')\n", + "ax.set_title(f'Reorg Length vs Network Delay\\n(f={f}, window={window_size}, adversary control={adversary_control}, {iterations} iterations)', \n", + " fontsize=15, fontweight='bold', pad=20)\n", + "ax.legend(loc='best', fontsize=11, framealpha=0.95, edgecolor='gray')\n", + "ax.grid(True, alpha=0.25, linestyle=':', linewidth=0.8)\n", + "ax.set_facecolor('#fafafa')\n", + "\n", + "# Add subtle frame\n", + "for spine in ax.spines.values():\n", + " spine.set_edgecolor('#cccccc')\n", + " spine.set_linewidth(1.5)\n", + "\n", + "plt.tight_layout()\n", + "\n", + "# Save figure with descriptive filename\n", + "filename = f'reorg_vs_delay_f{f}_w{window_size}_adv{adversary_control}_n{len(honest_stake)+1}_iter{iterations}_seed{base_seed}.png'\n", + "plt.savefig(filename, dpi=300, bbox_inches='tight')\n", + "print(f\"\\nPlot saved as: {filename}\")\n", + "\n", + "plt.show()\n", + "\n", + "# Print summary statistics\n", + "print(\"\\n=== Summary Statistics (in virtual blocks) ===\")\n", + "print(f\"{'Delay':<10} {'Count':<10} {'Mean':<10} {'Median':<10} {'95th':<10} {'99th':<10} {'Max':<10}\")\n", + "print(\"-\" * 70)\n", + "for delay in delays:\n", + " reorgs = results[delay]\n", + " if len(reorgs) > 0:\n", + " print(f\"{delay:<10} {len(reorgs):<10} {np.mean(reorgs)/VIRTUAL_BLOCK_SIZE:<10.2f} {np.median(reorgs)/VIRTUAL_BLOCK_SIZE:<10.2f} \"\n", + " f\"{np.percentile(reorgs, 95)/VIRTUAL_BLOCK_SIZE:<10.2f} {np.percentile(reorgs, 99)/VIRTUAL_BLOCK_SIZE:<10.2f} {np.max(reorgs)/VIRTUAL_BLOCK_SIZE:<10.2f}\")\n", + " else:\n", + " print(f\"{delay:<10} {0:<10} {'N/A':<10} {'N/A':<10} {'N/A':<10} {'N/A':<10} {'N/A':<10}\")" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b56dc3c0-91d4-4392-983a-04a48575f4c6", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": {